fix: add FromReaderResult

Signed-off-by: Dr. Carsten Leue <carsten.leue@de.ibm.com>

.github/workflows/build.yml

@@ -24,15 +24,15 @@ jobs:
     runs-on: ubuntu-latest
     strategy:
       matrix:
-        go-version: ['1.20.x', '1.21.x', '1.22.x', '1.23.x', '1.24.x', '1.25.x']
+        go-version: ['1.20.x', '1.21.x', '1.22.x', '1.23.x', '1.24.x', '1.25.x', '1.26.x']
       fail-fast: false  # Continue with other versions if one fails
     steps:
       # full checkout for semantic-release
-      - uses: actions/checkout@34e114876b0b11c390a56381ad16ebd13914f8d5 # v4.3.1
+      - uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6.0.2
         with:
           fetch-depth: 0
       - name: Set up Go ${{ matrix.go-version }}
-        uses: actions/setup-go@v5
+        uses: actions/setup-go@v6
         with:
           go-version: ${{ matrix.go-version }}
           cache: true  # Enable Go module caching
@@ -64,13 +64,13 @@ jobs:
     runs-on: ubuntu-latest
     strategy:
       matrix:
-        go-version: ['1.24.x', '1.25.x']
+        go-version: ['1.24.x', '1.25.x', '1.26.x']
     steps:
-      - uses: actions/checkout@34e114876b0b11c390a56381ad16ebd13914f8d5 # v4.3.1
+      - uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6.0.2
         with:
           fetch-depth: 0
       - name: Set up Go ${{ matrix.go-version }}
-        uses: actions/setup-go@v5
+        uses: actions/setup-go@v6
         with:
           go-version: ${{ matrix.go-version }}
           cache: true  # Enable Go module caching
@@ -126,17 +126,17 @@ jobs:
     steps:
       # full checkout for semantic-release
       - name: Full checkout
-        uses: actions/checkout@34e114876b0b11c390a56381ad16ebd13914f8d5 # v4.3.1
+        uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6.0.2
         with:
           fetch-depth: 0
 
       - name: Set up Node.js ${{ env.NODE_VERSION }}
-        uses: actions/setup-node@49933ea5288caeca8642d1e84afbd3f7d6820020 # v4.4.0
+        uses: actions/setup-node@6044e13b5dc448c55e2357c09f80417699197238 # v6.2.0
         with:
           node-version: ${{ env.NODE_VERSION }}
 
       - name: Set up Go
-        uses: actions/setup-go@v5
+        uses: actions/setup-go@v6
         with:
           go-version: ${{ env.LATEST_GO_VERSION }}
           cache: true  # Enable Go module caching

go.sum

@@ -1,7 +1,3 @@
-github.com/cpuguy83/go-md2man/v2 v2.0.4 h1:wfIWP927BUkWJb2NmU/kNDYIBTh/ziUX91+lVfRxZq4=
-github.com/cpuguy83/go-md2man/v2 v2.0.4/go.mod h1:tgQtvFlXSQOSOSIRvRPT7W67SCa46tRHOmNcaadrF8o=
-github.com/cpuguy83/go-md2man/v2 v2.0.5 h1:ZtcqGrnekaHpVLArFSe4HK5DoKx1T0rq2DwVB0alcyc=
-github.com/cpuguy83/go-md2man/v2 v2.0.5/go.mod h1:tgQtvFlXSQOSOSIRvRPT7W67SCa46tRHOmNcaadrF8o=
 github.com/cpuguy83/go-md2man/v2 v2.0.7 h1:zbFlGlXEAKlwXpmvle3d8Oe3YnkKIK4xSRTd3sHPnBo=
 github.com/cpuguy83/go-md2man/v2 v2.0.7/go.mod h1:oOW0eioCTA6cOiMLiUPZOpcVxMig6NIQQ7OS05n1F4g=
 github.com/davecgh/go-spew v1.1.1 h1:vj9j/u1bqnvCEfJOwUhtlOARqs3+rkHYY13jYWTU97c=
@@ -10,20 +6,8 @@ github.com/pmezard/go-difflib v1.0.0 h1:4DBwDE0NGyQoBHbLQYPwSUPoCMWR5BEzIk/f1lZb
 github.com/pmezard/go-difflib v1.0.0/go.mod h1:iKH77koFhYxTK1pcRnkKkqfTogsbg7gZNVY4sRDYZ/4=
 github.com/russross/blackfriday/v2 v2.1.0 h1:JIOH55/0cWyOuilr9/qlrm0BSXldqnqwMsf35Ld67mk=
 github.com/russross/blackfriday/v2 v2.1.0/go.mod h1:+Rmxgy9KzJVeS9/2gXHxylqXiyQDYRxCVz55jmeOWTM=
-github.com/stretchr/testify v1.9.0 h1:HtqpIVDClZ4nwg75+f6Lvsy/wHu+3BoSGCbBAcpTsTg=
-github.com/stretchr/testify v1.9.0/go.mod h1:r2ic/lqez/lEtzL7wO/rwa5dbSLXVDPFyf8C91i36aY=
-github.com/stretchr/testify v1.10.0 h1:Xv5erBjTwe/5IxqUQTdXv5kgmIvbHo3QQyRwhJsOfJA=
-github.com/stretchr/testify v1.10.0/go.mod h1:r2ic/lqez/lEtzL7wO/rwa5dbSLXVDPFyf8C91i36aY=
-github.com/stretchr/testify v1.11.0 h1:ib4sjIrwZKxE5u/Japgo/7SJV3PvgjGiRNAvTVGqQl8=
-github.com/stretchr/testify v1.11.0/go.mod h1:wZwfW3scLgRK+23gO65QZefKpKQRnfz6sD981Nm4B6U=
 github.com/stretchr/testify v1.11.1 h1:7s2iGBzp5EwR7/aIZr8ao5+dra3wiQyKjjFuvgVKu7U=
 github.com/stretchr/testify v1.11.1/go.mod h1:wZwfW3scLgRK+23gO65QZefKpKQRnfz6sD981Nm4B6U=
-github.com/urfave/cli/v2 v2.27.4 h1:o1owoI+02Eb+K107p27wEX9Bb8eqIoZCfLXloLUSWJ8=
-github.com/urfave/cli/v2 v2.27.4/go.mod h1:m4QzxcD2qpra4z7WhzEGn74WZLViBnMpb1ToCAKdGRQ=
-github.com/urfave/cli/v2 v2.27.5 h1:WoHEJLdsXr6dDWoJgMq/CboDmyY/8HMMH1fTECbih+w=
-github.com/urfave/cli/v2 v2.27.5/go.mod h1:3Sevf16NykTbInEnD0yKkjDAeZDS0A6bzhBH5hrMvTQ=
-github.com/urfave/cli/v2 v2.27.6 h1:VdRdS98FNhKZ8/Az8B7MTyGQmpIr36O1EHybx/LaZ4g=
-github.com/urfave/cli/v2 v2.27.6/go.mod h1:3Sevf16NykTbInEnD0yKkjDAeZDS0A6bzhBH5hrMvTQ=
 github.com/urfave/cli/v2 v2.27.7 h1:bH59vdhbjLv3LAvIu6gd0usJHgoTTPhCFib8qqOwXYU=
 github.com/urfave/cli/v2 v2.27.7/go.mod h1:CyNAG/xg+iAOg0N4MPGZqVmv2rCoP267496AOXUZjA4=
 github.com/xrash/smetrics v0.0.0-20240521201337-686a1a2994c1 h1:gEOO8jv9F4OT7lGCjxCBTO/36wtF6j2nSip77qHd4x4=

renovate.json

@@ -22,7 +22,8 @@
             "matchDepTypes": [
                 "golang"
             ],
-            "enabled": false
+            "enabled": false,
+            "description": "Disable updates to the go directive in go.mod files - the directive identifies the minimum compatible Go version and should stay as small as possible for maximum compatibility"
         },
         {
             "matchUpdateTypes": [

v2/.bobignore

@@ -0,0 +1 @@
+reflect\reflect.go

v2/AGENTS.md

@@ -0,0 +1,226 @@
+# Agent Guidelines for fp-go/v2
+
+This document provides guidelines for AI agents working on the fp-go/v2 project.
+
+## Documentation Standards
+
+### Go Doc Comments
+
+1. **Use Standard Go Doc Format**
+   - Do NOT use markdown-style links like `[text](url)`
+   - Use simple type references: `ReaderResult`, `Validate[I, A]`, `validation.Success`
+   - Go's documentation system will automatically create links
+
+2. **Structure**
+   ```go
+   // FunctionName does something useful.
+   //
+   // Longer description explaining the purpose and behavior.
+   //
+   // # Type Parameters
+   //
+   //   - T: Description of type parameter
+   //
+   // # Parameters
+   //
+   //   - param: Description of parameter
+   //
+   // # Returns
+   //
+   //   - ReturnType: Description of return value
+   //
+   // # Example Usage
+   //
+   //   code example here
+   //
+   // # See Also
+   //
+   //   - RelatedFunction: Brief description
+   func FunctionName[T any](param T) ReturnType {
+   ```
+
+3. **Code Examples**
+   - Use idiomatic Go patterns
+   - Prefer `result.Eitherize1(strconv.Atoi)` over manual error handling
+   - Show realistic, runnable examples
+
+### File Headers
+
+Always include the Apache 2.0 license header:
+
+```go
+// Copyright (c) 2023 - 2025 IBM Corp.
+// All rights reserved.
+//
+// Licensed under the Apache License, Version 2.0 (the "License");
+// you may not use this file except in compliance with the License.
+// You may obtain a copy of the License at
+//
+// http://www.apache.org/licenses/LICENSE-2.0
+//
+// Unless required by applicable law or agreed to in writing, software
+// distributed under the License is distributed on an "AS IS" BASIS,
+// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+// See the License for the specific language governing permissions and
+// limitations under the License.
+```
+
+## Testing Standards
+
+### Test Structure
+
+1. **Organize Tests by Category**
+   ```go
+   func TestFunctionName_Success(t *testing.T) {
+       t.Run("specific success case", func(t *testing.T) {
+           // test code
+       })
+   }
+   
+   func TestFunctionName_Failure(t *testing.T) {
+       t.Run("specific failure case", func(t *testing.T) {
+           // test code
+       })
+   }
+   
+   func TestFunctionName_EdgeCases(t *testing.T) {
+       // edge case tests
+   }
+   
+   func TestFunctionName_Integration(t *testing.T) {
+       // integration tests
+   }
+   ```
+
+2. **Use Direct Assertions**
+   - Prefer: `assert.Equal(t, validation.Success(expected), actual)`
+   - Avoid: Verbose `either.MonadFold` patterns unless necessary
+   - Exception: When you need to verify pointer is not nil or extract specific fields
+
+3. **Use Idiomatic Patterns**
+   - Use `result.Eitherize1` for converting `(T, error)` functions
+   - Use `result.Of` for success values
+   - Use `result.Left` for error values
+
+### Test Coverage
+
+Include tests for:
+- **Success cases**: Normal operation with various input types
+- **Failure cases**: Error handling and error preservation
+- **Edge cases**: Nil, empty, zero values, boundary conditions
+- **Integration**: Composition with other functions
+- **Type safety**: Verify type parameters work correctly
+- **Benchmarks**: Performance-critical paths
+
+### Example Test Pattern
+
+```go
+func TestFromReaderResult_Success(t *testing.T) {
+    t.Run("converts successful ReaderResult", func(t *testing.T) {
+        // Arrange
+        parseIntRR := result.Eitherize1(strconv.Atoi)
+        validator := FromReaderResult[string, int](parseIntRR)
+        
+        // Act
+        result := validator("42")(nil)
+        
+        // Assert
+        assert.Equal(t, validation.Success(42), result)
+    })
+}
+```
+
+## Code Style
+
+### Functional Patterns
+
+1. **Prefer Composition**
+   ```go
+   validator := F.Pipe1(
+       FromReaderResult[string, int](parseIntRR),
+       Chain(validatePositive),
+   )
+   ```
+
+2. **Use Type-Safe Helpers**
+   - `result.Eitherize1` for `func(T) (R, error)`
+   - `result.Of` for wrapping success values
+   - `result.Left` for wrapping errors
+
+3. **Avoid Verbose Patterns**
+   - Don't manually handle `(value, error)` tuples when helpers exist
+   - Don't use `either.MonadFold` in tests unless necessary
+
+### Error Handling
+
+1. **In Production Code**
+   - Use `validation.Success` for successful validations
+   - Use `validation.FailureWithMessage` for simple failures
+   - Use `validation.FailureWithError` to preserve error causes
+
+2. **In Tests**
+   - Verify error messages and causes
+   - Check error context is preserved
+   - Test error accumulation when applicable
+
+## Common Patterns
+
+### Converting Error-Based Functions
+
+```go
+// Good: Use Eitherize1
+parseIntRR := result.Eitherize1(strconv.Atoi)
+
+// Avoid: Manual error handling
+parseIntRR := func(input string) result.Result[int] {
+    val, err := strconv.Atoi(input)
+    if err != nil {
+        return result.Left[int](err)
+    }
+    return result.Of(val)
+}
+```
+
+### Testing Validation Results
+
+```go
+// Good: Direct comparison
+assert.Equal(t, validation.Success(42), result)
+
+// Avoid: Verbose extraction (unless you need to verify specific fields)
+assert.True(t, either.IsRight(result))
+value := either.MonadFold(result,
+    func(Errors) int { return 0 },
+    F.Identity[int],
+)
+assert.Equal(t, 42, value)
+```
+
+### Documentation Examples
+
+```go
+// Good: Concise and idiomatic
+//  parseIntRR := result.Eitherize1(strconv.Atoi)
+//  validator := FromReaderResult[string, int](parseIntRR)
+
+// Avoid: Verbose manual patterns
+//  parseIntRR := func(input string) result.Result[int] {
+//      val, err := strconv.Atoi(input)
+//      if err != nil {
+//          return result.Left[int](err)
+//      }
+//      return result.Of(val)
+//  }
+```
+
+## Checklist for New Code
+
+- [ ] Apache 2.0 license header included
+- [ ] Go doc comments use standard format (no markdown links)
+- [ ] Code examples are idiomatic and concise
+- [ ] Tests cover success, failure, edge cases, and integration
+- [ ] Tests use direct assertions where possible
+- [ ] Benchmarks included for performance-critical code
+- [ ] All tests pass
+- [ ] Code uses functional composition patterns
+- [ ] Error handling preserves context and causes

v2/DESIGN.md

@@ -14,6 +14,8 @@ This document explains the key design decisions and principles behind fp-go's AP
 
 fp-go follows the **"data last"** principle, where the data being operated on is always the last parameter in a function. This design choice enables powerful function composition and partial application patterns.
 
+This principle is deeply rooted in functional programming tradition, particularly in **Haskell's design philosophy**. Haskell functions are automatically curried and follow the data-last convention, making function composition natural and elegant. For example, Haskell's `map` function has the signature `(a -> b) -> [a] -> [b]`, where the transformation function comes before the list.
+
 ### What is "Data Last"?
 
 In the "data last" style, functions are structured so that:
@@ -31,6 +33,8 @@ The "data last" principle enables:
 3. **Point-Free Style**: Write transformations without explicitly mentioning the data
 4. **Reusability**: Create reusable transformation pipelines
 
+This design aligns with Haskell's approach where all functions are curried by default, enabling elegant composition patterns that have proven effective over decades of functional programming practice.
+
 ### Examples
 
 #### Basic Transformation
@@ -181,8 +185,18 @@ result := O.MonadMap(O.Some("hello"), strings.ToUpper)
 
 The data-last currying pattern is well-documented in the functional programming community:
 
+#### Haskell Design Philosophy
+- [Haskell Wiki - Currying](https://wiki.haskell.org/Currying) - Comprehensive explanation of currying in Haskell
+- [Learn You a Haskell - Higher Order Functions](http://learnyouahaskell.com/higher-order-functions) - Introduction to currying and partial application
+- [Haskell's Prelude](https://hackage.haskell.org/package/base/docs/Prelude.html) - Standard library showing data-last convention throughout
+
+#### General Functional Programming
 - [Mostly Adequate Guide - Ch. 4: Currying](https://mostly-adequate.gitbook.io/mostly-adequate-guide/ch04) - Excellent introduction with clear examples
 - [Curry and Function Composition](https://medium.com/javascript-scene/curry-and-function-composition-2c208d774983) by Eric Elliott
+- [Why Curry Helps](https://hughfdjackson.com/javascript/why-curry-helps/) - Practical benefits of currying
+
+#### Related Libraries
+- [fp-ts Documentation](https://gcanti.github.io/fp-ts/) - TypeScript library that inspired fp-go's design
 - [fp-ts Issue #1238](https://github.com/gcanti/fp-ts/issues/1238) - Real-world examples of data-last refactoring
 
 ## Kleisli and Operator Types
@@ -570,5 +584,7 @@ func process(input string) types.Result[types.Option[int]] {
 
 For more information, see:
 - [README.md](./README.md) - Overview and quick start
+- [FUNCTIONAL_IO.md](./FUNCTIONAL_IO.md) - Functional I/O patterns with Context and Reader
+- [IDIOMATIC_COMPARISON.md](./IDIOMATIC_COMPARISON.md) - Performance comparison between standard and idiomatic packages
 - [API Documentation](https://pkg.go.dev/github.com/IBM/fp-go/v2) - Complete API reference
 - [Samples](./samples/) - Practical examples

v2/FUNCTIONAL_IO.md

@@ -0,0 +1,829 @@
+# Functional I/O in Go: Context, Errors, and the Reader Pattern
+
+This document explores how functional programming principles apply to I/O operations in Go, comparing traditional imperative approaches with functional patterns using the `context/readerioresult` and `idiomatic/context/readerresult` packages.
+
+## Table of Contents
+
+- [Why Context in I/O Operations](#why-context-in-io-operations)
+- [The Error-Value Tuple Pattern](#the-error-value-tuple-pattern)
+- [Functional Approach: Reader Pattern](#functional-approach-reader-pattern)
+- [Benefits of the Functional Approach](#benefits-of-the-functional-approach)
+- [Side-by-Side Comparison](#side-by-side-comparison)
+- [Advanced Patterns](#advanced-patterns)
+- [When to Use Each Approach](#when-to-use-each-approach)
+
+## Why Context in I/O Operations
+
+In idiomatic Go, I/O operations conventionally take a `context.Context` as their first parameter:
+
+```go
+func QueryDatabase(ctx context.Context, query string) (Result, error)
+func MakeHTTPRequest(ctx context.Context, url string) (*http.Response, error)
+func ReadFile(ctx context.Context, path string) ([]byte, error)
+```
+
+### The Purpose of Context
+
+The `context.Context` parameter serves several critical purposes:
+
+1. **Cancellation Propagation**: Operations can be cancelled when the context is cancelled
+2. **Deadline Management**: Operations respect timeouts and deadlines
+3. **Request-Scoped Values**: Carry request metadata (trace IDs, user info, etc.)
+4. **Resource Cleanup**: Signal to release resources when work is no longer needed
+
+### Why Context Matters for I/O
+
+I/O operations are inherently **effectful** - they interact with the outside world:
+- Reading from disk, network, or database
+- Writing to external systems
+- Generating random numbers
+- Reading the current time
+
+These operations can:
+- **Take time**: Network calls may be slow
+- **Fail**: Connections drop, files don't exist
+- **Block**: Waiting for external resources
+- **Need cancellation**: User navigates away, request times out
+
+Context provides a standard mechanism to control these operations across your entire application.
+
+## The Error-Value Tuple Pattern
+
+### Why Operations Must Return Errors
+
+In Go, I/O operations return `(value, error)` tuples because:
+
+1. **Context can be cancelled**: Even if the operation would succeed, cancellation must be represented
+2. **External systems fail**: Networks fail, files are missing, permissions are denied
+3. **Resources are exhausted**: Out of memory, disk full, connection pool exhausted
+4. **Timeouts occur**: Operations exceed their deadline
+
+**There cannot be I/O operations without error handling** because the context itself introduces a failure mode (cancellation) that must be represented in the return type.
+
+### Traditional Go Pattern
+
+```go
+func ProcessUser(ctx context.Context, userID int) (User, error) {
+    // Check context before starting
+    if err := ctx.Err(); err != nil {
+        return User{}, err
+    }
+    
+    // Fetch user from database
+    user, err := db.QueryUser(ctx, userID)
+    if err != nil {
+        return User{}, fmt.Errorf("query user: %w", err)
+    }
+    
+    // Validate user
+    if user.Age < 18 {
+        return User{}, errors.New("user too young")
+    }
+    
+    // Fetch user's posts
+    posts, err := db.QueryPosts(ctx, user.ID)
+    if err != nil {
+        return User{}, fmt.Errorf("query posts: %w", err)
+    }
+    
+    user.Posts = posts
+    return user, nil
+}
+```
+
+**Characteristics:**
+- Explicit error checking at each step
+- Manual error wrapping and propagation
+- Context checked manually
+- Imperative control flow
+- Error handling mixed with business logic
+
+## Functional Approach: Reader Pattern
+
+### The Core Insight
+
+In functional programming, we separate **what to compute** from **how to execute it**. Instead of functions that perform I/O directly, we create functions that **return descriptions of I/O operations**.
+
+### Key Type: ReaderIOResult
+
+```go
+// A function that takes a context and returns a value or error
+type ReaderIOResult[A any] = func(context.Context) (A, error)
+```
+
+This type represents:
+- **Reader**: Depends on an environment (context.Context)
+- **IO**: Performs side effects (I/O operations)
+- **Result**: Can fail with an error
+
+### Why This Is Better
+
+The functional approach **carries the I/O aspect as the return value, not on the input**:
+
+```go
+// Traditional: I/O is implicit in the function execution
+func fetchUser(ctx context.Context, id int) (User, error) {
+    // Performs I/O immediately
+}
+
+// Functional: I/O is explicit in the return type
+func fetchUser(id int) ReaderIOResult[User] {
+    // Returns a description of I/O, doesn't execute yet
+    return func(ctx context.Context) (User, error) {
+        // I/O happens here when the function is called
+    }
+}
+```
+
+**Key difference**: The functional version is a **curried function** where:
+1. Business parameters come first: `fetchUser(id)`
+2. Context comes last: `fetchUser(id)(ctx)`
+3. The intermediate result is composable: `ReaderIOResult[User]`
+
+## Benefits of the Functional Approach
+
+### 1. Separation of Pure and Impure Code
+
+```go
+// Pure computation - no I/O, no context needed
+func validateAge(user User) (User, error) {
+    if user.Age < 18 {
+        return User{}, errors.New("user too young")
+    }
+    return user, nil
+}
+
+// Impure I/O operation - needs context
+func fetchUser(id int) ReaderIOResult[User] {
+    return func(ctx context.Context) (User, error) {
+        return db.QueryUser(ctx, id)
+    }
+}
+
+// Compose them - pure logic lifted into ReaderIOResult
+pipeline := F.Pipe2(
+    fetchUser(42),                           // ReaderIOResult[User]
+    readerioresult.ChainEitherK(validateAge), // Lift pure function
+)
+
+// Execute when ready
+user, err := pipeline(ctx)
+```
+
+**Benefits:**
+- Pure functions are easier to test (no mocking needed)
+- Pure functions are easier to reason about (no side effects)
+- Clear boundary between logic and I/O
+- Can test business logic independently
+
+### 2. Composability
+
+Functions compose naturally without manual error checking:
+
+```go
+// Traditional approach - manual error handling
+func ProcessUserTraditional(ctx context.Context, userID int) (UserWithPosts, error) {
+    user, err := fetchUser(ctx, userID)
+    if err != nil {
+        return UserWithPosts{}, err
+    }
+    
+    validated, err := validateUser(user)
+    if err != nil {
+        return UserWithPosts{}, err
+    }
+    
+    posts, err := fetchPosts(ctx, validated.ID)
+    if err != nil {
+        return UserWithPosts{}, err
+    }
+    
+    return enrichUser(validated, posts), nil
+}
+
+// Functional approach - automatic error propagation
+func ProcessUserFunctional(userID int) ReaderIOResult[UserWithPosts] {
+    return F.Pipe3(
+        fetchUser(userID),
+        readerioresult.ChainEitherK(validateUser),
+        readerioresult.Chain(func(user User) ReaderIOResult[UserWithPosts] {
+            return F.Pipe2(
+                fetchPosts(user.ID),
+                readerioresult.Map(func(posts []Post) UserWithPosts {
+                    return enrichUser(user, posts)
+                }),
+            )
+        }),
+    )
+}
+```
+
+**Benefits:**
+- No manual error checking
+- Automatic short-circuiting on first error
+- Clear data flow
+- Easier to refactor and extend
+
+### 3. Testability
+
+```go
+// Mock I/O operations by providing test implementations
+func TestProcessUser(t *testing.T) {
+    // Create a mock that returns test data
+    mockFetchUser := func(id int) ReaderIOResult[User] {
+        return func(ctx context.Context) (User, error) {
+            return User{ID: id, Age: 25}, nil
+        }
+    }
+    
+    // Test with mock - no database needed
+    result, err := mockFetchUser(42)(context.Background())
+    assert.NoError(t, err)
+    assert.Equal(t, 25, result.Age)
+}
+```
+
+### 4. Lazy Evaluation
+
+Operations are not executed until you provide the context:
+
+```go
+// Build the pipeline - no I/O happens yet
+pipeline := F.Pipe3(
+    fetchUser(42),
+    readerioresult.Map(enrichUser),
+    readerioresult.Chain(saveUser),
+)
+
+// I/O only happens when we call it with a context
+user, err := pipeline(ctx)
+```
+
+**Benefits:**
+- Build complex operations as pure data structures
+- Defer execution until needed
+- Reuse pipelines with different contexts
+- Test pipelines without executing I/O
+
+### 5. Context Propagation
+
+Context is automatically threaded through all operations:
+
+```go
+// Traditional - must pass context explicitly everywhere
+func Process(ctx context.Context) error {
+    user, err := fetchUser(ctx, 42)
+    if err != nil {
+        return err
+    }
+    posts, err := fetchPosts(ctx, user.ID)
+    if err != nil {
+        return err
+    }
+    return savePosts(ctx, posts)
+}
+
+// Functional - context provided once at execution
+func Process() ReaderIOResult[any] {
+    return F.Pipe2(
+        fetchUser(42),
+        readerioresult.Chain(func(user User) ReaderIOResult[any] {
+            return F.Pipe2(
+                fetchPosts(user.ID),
+                readerioresult.Chain(savePosts),
+            )
+        }),
+    )
+}
+
+// Context provided once
+err := readerioresult.Fold(
+    func(err error) error { return err },
+    func(any) error { return nil },
+)(Process())(ctx)
+```
+
+## Side-by-Side Comparison
+
+### Example: User Service with Database Operations
+
+#### Traditional Go Style
+
+```go
+package traditional
+
+import (
+    "context"
+    "database/sql"
+    "fmt"
+)
+
+type User struct {
+    ID    int
+    Name  string
+    Email string
+    Age   int
+}
+
+type UserService struct {
+    db *sql.DB
+}
+
+// Fetch user from database
+func (s *UserService) GetUser(ctx context.Context, id int) (User, error) {
+    var user User
+    
+    // Check context
+    if err := ctx.Err(); err != nil {
+        return User{}, err
+    }
+    
+    // Query database
+    row := s.db.QueryRowContext(ctx, 
+        "SELECT id, name, email, age FROM users WHERE id = ?", id)
+    
+    err := row.Scan(&user.ID, &user.Name, &user.Email, &user.Age)
+    if err != nil {
+        return User{}, fmt.Errorf("scan user: %w", err)
+    }
+    
+    return user, nil
+}
+
+// Validate user
+func (s *UserService) ValidateUser(ctx context.Context, user User) (User, error) {
+    if user.Age < 18 {
+        return User{}, fmt.Errorf("user %d is too young", user.ID)
+    }
+    if user.Email == "" {
+        return User{}, fmt.Errorf("user %d has no email", user.ID)
+    }
+    return user, nil
+}
+
+// Update user email
+func (s *UserService) UpdateEmail(ctx context.Context, id int, email string) (User, error) {
+    // Check context
+    if err := ctx.Err(); err != nil {
+        return User{}, err
+    }
+    
+    // Update database
+    _, err := s.db.ExecContext(ctx,
+        "UPDATE users SET email = ? WHERE id = ?", email, id)
+    if err != nil {
+        return User{}, fmt.Errorf("update email: %w", err)
+    }
+    
+    // Fetch updated user
+    return s.GetUser(ctx, id)
+}
+
+// Process user: fetch, validate, update email
+func (s *UserService) ProcessUser(ctx context.Context, id int, newEmail string) (User, error) {
+    // Fetch user
+    user, err := s.GetUser(ctx, id)
+    if err != nil {
+        return User{}, fmt.Errorf("get user: %w", err)
+    }
+    
+    // Validate user
+    validated, err := s.ValidateUser(ctx, user)
+    if err != nil {
+        return User{}, fmt.Errorf("validate user: %w", err)
+    }
+    
+    // Update email
+    updated, err := s.UpdateEmail(ctx, validated.ID, newEmail)
+    if err != nil {
+        return User{}, fmt.Errorf("update email: %w", err)
+    }
+    
+    return updated, nil
+}
+```
+
+**Characteristics:**
+- ✗ Manual error checking at every step
+- ✗ Context passed explicitly to every function
+- ✗ Error wrapping is manual and verbose
+- ✗ Business logic mixed with error handling
+- ✗ Hard to test without database
+- ✗ Difficult to compose operations
+- ✓ Familiar to Go developers
+- ✓ Explicit control flow
+
+#### Functional Go Style (context/readerioresult)
+
+```go
+package functional
+
+import (
+    "context"
+    "database/sql"
+    "fmt"
+    
+    F "github.com/IBM/fp-go/v2/function"
+    RIO "github.com/IBM/fp-go/v2/context/readerioresult"
+)
+
+type User struct {
+    ID    int
+    Name  string
+    Email string
+    Age   int
+}
+
+type UserService struct {
+    db *sql.DB
+}
+
+// Fetch user from database - returns a ReaderIOResult
+func (s *UserService) GetUser(id int) RIO.ReaderIOResult[User] {
+    return func(ctx context.Context) (User, error) {
+        var user User
+        row := s.db.QueryRowContext(ctx,
+            "SELECT id, name, email, age FROM users WHERE id = ?", id)
+        
+        err := row.Scan(&user.ID, &user.Name, &user.Email, &user.Age)
+        if err != nil {
+            return User{}, fmt.Errorf("scan user: %w", err)
+        }
+        
+        return user, nil
+    }
+}
+
+// Validate user - pure function (no I/O, no context)
+func ValidateUser(user User) (User, error) {
+    if user.Age < 18 {
+        return User{}, fmt.Errorf("user %d is too young", user.ID)
+    }
+    if user.Email == "" {
+        return User{}, fmt.Errorf("user %d has no email", user.ID)
+    }
+    return user, nil
+}
+
+// Update user email - returns a ReaderIOResult
+func (s *UserService) UpdateEmail(id int, email string) RIO.ReaderIOResult[User] {
+    return func(ctx context.Context) (User, error) {
+        _, err := s.db.ExecContext(ctx,
+            "UPDATE users SET email = ? WHERE id = ?", email, id)
+        if err != nil {
+            return User{}, fmt.Errorf("update email: %w", err)
+        }
+        
+        // Chain to GetUser
+        return s.GetUser(id)(ctx)
+    }
+}
+
+// Process user: fetch, validate, update email - composable pipeline
+func (s *UserService) ProcessUser(id int, newEmail string) RIO.ReaderIOResult[User] {
+    return F.Pipe3(
+        s.GetUser(id),                          // Fetch user
+        RIO.ChainEitherK(ValidateUser),         // Validate (pure function)
+        RIO.Chain(func(user User) RIO.ReaderIOResult[User] {
+            return s.UpdateEmail(user.ID, newEmail)  // Update email
+        }),
+    )
+}
+
+// Alternative: Using Do-notation for more complex flows
+func (s *UserService) ProcessUserDo(id int, newEmail string) RIO.ReaderIOResult[User] {
+    return RIO.Chain(func(user User) RIO.ReaderIOResult[User] {
+        // Validate is pure, lift it into ReaderIOResult
+        validated, err := ValidateUser(user)
+        if err != nil {
+            return RIO.Left[User](err)
+        }
+        // Update with validated user
+        return s.UpdateEmail(validated.ID, newEmail)
+    })(s.GetUser(id))
+}
+```
+
+**Characteristics:**
+- ✓ Automatic error propagation (no manual checking)
+- ✓ Context threaded automatically
+- ✓ Pure functions separated from I/O
+- ✓ Business logic clear and composable
+- ✓ Easy to test (mock ReaderIOResult)
+- ✓ Operations compose naturally
+- ✓ Lazy evaluation (build pipeline, execute later)
+- ✗ Requires understanding of functional patterns
+- ✗ Less familiar to traditional Go developers
+
+#### Idiomatic Functional Style (idiomatic/context/readerresult)
+
+For even better performance with the same functional benefits:
+
+```go
+package idiomatic
+
+import (
+    "context"
+    "database/sql"
+    "fmt"
+    
+    F "github.com/IBM/fp-go/v2/function"
+    RR "github.com/IBM/fp-go/v2/idiomatic/context/readerresult"
+)
+
+type User struct {
+    ID    int
+    Name  string
+    Email string
+    Age   int
+}
+
+type UserService struct {
+    db *sql.DB
+}
+
+// ReaderResult is just: func(context.Context) (A, error)
+// Same as ReaderIOResult but using native Go tuples
+
+func (s *UserService) GetUser(id int) RR.ReaderResult[User] {
+    return func(ctx context.Context) (User, error) {
+        var user User
+        row := s.db.QueryRowContext(ctx,
+            "SELECT id, name, email, age FROM users WHERE id = ?", id)
+        
+        err := row.Scan(&user.ID, &user.Name, &user.Email, &user.Age)
+        return user, err  // Native tuple return
+    }
+}
+
+// Pure validation - returns native (User, error) tuple
+func ValidateUser(user User) (User, error) {
+    if user.Age < 18 {
+        return User{}, fmt.Errorf("user %d is too young", user.ID)
+    }
+    if user.Email == "" {
+        return User{}, fmt.Errorf("user %d has no email", user.ID)
+    }
+    return user, nil
+}
+
+func (s *UserService) UpdateEmail(id int, email string) RR.ReaderResult[User] {
+    return func(ctx context.Context) (User, error) {
+        _, err := s.db.ExecContext(ctx,
+            "UPDATE users SET email = ? WHERE id = ?", email, id)
+        if err != nil {
+            return User{}, err
+        }
+        return s.GetUser(id)(ctx)
+    }
+}
+
+// Composable pipeline with native tuples
+func (s *UserService) ProcessUser(id int, newEmail string) RR.ReaderResult[User] {
+    return F.Pipe3(
+        s.GetUser(id),
+        RR.ChainEitherK(ValidateUser),  // Lift pure function
+        RR.Chain(func(user User) RR.ReaderResult[User] {
+            return s.UpdateEmail(user.ID, newEmail)
+        }),
+    )
+}
+```
+
+**Characteristics:**
+- ✓ All benefits of functional approach
+- ✓ **2-10x better performance** (native tuples)
+- ✓ **Zero allocations** for many operations
+- ✓ More familiar to Go developers (uses (value, error))
+- ✓ Seamless integration with existing Go code
+- ✓ Same composability as ReaderIOResult
+
+### Usage Comparison
+
+```go
+// Traditional
+func HandleRequest(w http.ResponseWriter, r *http.Request) {
+    ctx := r.Context()
+    service := &UserService{db: db}
+    
+    user, err := service.ProcessUser(ctx, 42, "new@email.com")
+    if err != nil {
+        http.Error(w, err.Error(), http.StatusInternalServerError)
+        return
+    }
+    
+    json.NewEncoder(w).Encode(user)
+}
+
+// Functional (both styles)
+func HandleRequest(w http.ResponseWriter, r *http.Request) {
+    ctx := r.Context()
+    service := &UserService{db: db}
+    
+    // Build the pipeline (no execution yet)
+    pipeline := service.ProcessUser(42, "new@email.com")
+    
+    // Execute with context
+    user, err := pipeline(ctx)
+    if err != nil {
+        http.Error(w, err.Error(), http.StatusInternalServerError)
+        return
+    }
+    
+    json.NewEncoder(w).Encode(user)
+}
+
+// Or using Fold for cleaner error handling
+func HandleRequestFold(w http.ResponseWriter, r *http.Request) {
+    ctx := r.Context()
+    service := &UserService{db: db}
+    
+    RR.Fold(
+        func(err error) {
+            http.Error(w, err.Error(), http.StatusInternalServerError)
+        },
+        func(user User) {
+            json.NewEncoder(w).Encode(user)
+        },
+    )(service.ProcessUser(42, "new@email.com"))(ctx)
+}
+```
+
+## Advanced Patterns
+
+### Resource Management with Bracket
+
+```go
+// Traditional
+func ProcessFile(ctx context.Context, path string) (string, error) {
+    file, err := os.Open(path)
+    if err != nil {
+        return "", err
+    }
+    defer file.Close()
+    
+    data, err := io.ReadAll(file)
+    if err != nil {
+        return "", err
+    }
+    
+    return string(data), nil
+}
+
+// Functional - guaranteed cleanup even on panic
+func ProcessFile(path string) RIO.ReaderIOResult[string] {
+    return RIO.Bracket(
+        // Acquire resource
+        func(ctx context.Context) (*os.File, error) {
+            return os.Open(path)
+        },
+        // Release resource (always called)
+        func(file *os.File, err error) RIO.ReaderIOResult[any] {
+            return func(ctx context.Context) (any, error) {
+                return nil, file.Close()
+            }
+        },
+        // Use resource
+        func(file *os.File) RIO.ReaderIOResult[string] {
+            return func(ctx context.Context) (string, error) {
+                data, err := io.ReadAll(file)
+                return string(data), err
+            }
+        },
+    )
+}
+```
+
+### Parallel Execution
+
+```go
+// Traditional - manual goroutines and sync
+func FetchMultipleUsers(ctx context.Context, ids []int) ([]User, error) {
+    var wg sync.WaitGroup
+    users := make([]User, len(ids))
+    errs := make([]error, len(ids))
+    
+    for i, id := range ids {
+        wg.Add(1)
+        go func(i, id int) {
+            defer wg.Done()
+            users[i], errs[i] = fetchUser(ctx, id)
+        }(i, id)
+    }
+    
+    wg.Wait()
+    
+    for _, err := range errs {
+        if err != nil {
+            return nil, err
+        }
+    }
+    
+    return users, nil
+}
+
+// Functional - automatic parallelization
+func FetchMultipleUsers(ids []int) RIO.ReaderIOResult[[]User] {
+    operations := A.Map(func(id int) RIO.ReaderIOResult[User] {
+        return fetchUser(id)
+    })(ids)
+    
+    return RIO.TraverseArrayPar(F.Identity[RIO.ReaderIOResult[User]])(operations)
+}
+```
+
+### Retry Logic
+
+```go
+// Traditional
+func FetchWithRetry(ctx context.Context, url string, maxRetries int) ([]byte, error) {
+    var lastErr error
+    for i := 0; i < maxRetries; i++ {
+        if ctx.Err() != nil {
+            return nil, ctx.Err()
+        }
+        
+        resp, err := http.Get(url)
+        if err == nil {
+            defer resp.Body.Close()
+            return io.ReadAll(resp.Body)
+        }
+        
+        lastErr = err
+        time.Sleep(time.Second * time.Duration(i+1))
+    }
+    return nil, lastErr
+}
+
+// Functional
+func FetchWithRetry(url string, maxRetries int) RIO.ReaderIOResult[[]byte] {
+    operation := func(ctx context.Context) ([]byte, error) {
+        resp, err := http.Get(url)
+        if err != nil {
+            return nil, err
+        }
+        defer resp.Body.Close()
+        return io.ReadAll(resp.Body)
+    }
+    
+    return RIO.Retry(
+        maxRetries,
+        func(attempt int) time.Duration {
+            return time.Second * time.Duration(attempt)
+        },
+    )(operation)
+}
+```
+
+## When to Use Each Approach
+
+### Use Traditional Go Style When:
+
+1. **Team familiarity**: Team is not familiar with functional programming
+2. **Simple operations**: Single I/O operation with straightforward error handling
+3. **Existing codebase**: Large codebase already using traditional patterns
+4. **Learning curve**: Want to minimize onboarding time
+5. **Explicit control**: Need very explicit control flow
+
+### Use Functional Style (ReaderIOResult) When:
+
+1. **Complex pipelines**: Multiple I/O operations that need composition
+2. **Testability**: Need to test business logic separately from I/O
+3. **Reusability**: Want to build reusable operation pipelines
+4. **Error handling**: Want automatic error propagation
+5. **Resource management**: Need guaranteed cleanup (Bracket)
+6. **Parallel execution**: Need to parallelize operations easily
+7. **Type safety**: Want the type system to track I/O effects
+
+### Use Idiomatic Functional Style (idiomatic/context/readerresult) When:
+
+1. **All functional benefits**: Want functional patterns with Go idioms
+2. **Performance critical**: Need 2-10x better performance
+3. **Zero allocations**: Memory efficiency is important
+4. **Go integration**: Want seamless integration with existing Go code
+5. **Production services**: Building high-throughput services
+6. **Best of both worlds**: Want functional composition with Go's native patterns
+
+## Summary
+
+The functional approach to I/O in Go offers significant advantages:
+
+1. **Separation of Concerns**: Pure logic separated from I/O effects
+2. **Composability**: Operations compose naturally without manual error checking
+3. **Testability**: Easy to test without mocking I/O
+4. **Type Safety**: I/O effects visible in the type system
+5. **Lazy Evaluation**: Build pipelines, execute when ready
+6. **Context Propagation**: Automatic threading of context
+7. **Performance**: Idiomatic version offers 2-10x speedup
+
+The key insight is that **I/O operations return descriptions of effects** (ReaderIOResult) rather than performing effects immediately. This enables powerful composition patterns while maintaining Go's idiomatic error handling through the `(value, error)` tuple pattern.
+
+For production Go services, the **idiomatic/context/readerresult** package provides the best balance: full functional programming capabilities with native Go performance and familiar error handling patterns.
+
+## Further Reading
+
+- [DESIGN.md](./DESIGN.md) - Design principles and patterns
+- [IDIOMATIC_COMPARISON.md](./IDIOMATIC_COMPARISON.md) - Performance comparison
+- [idiomatic/doc.go](./idiomatic/doc.go) - Idiomatic package overview
+- [context/readerioresult](./context/readerioresult/) - ReaderIOResult package
+- [idiomatic/context/readerresult](./idiomatic/context/readerresult/) - Idiomatic ReaderResult package

v2/README.md

@@ -446,6 +446,9 @@ func process() IOResult[string] {
 
 ## 📚 Documentation
 
+- **[Design Decisions](./DESIGN.md)** - Key design principles and patterns explained
+- **[Functional I/O in Go](./FUNCTIONAL_IO.md)** - Understanding Context, errors, and the Reader pattern for I/O operations
+- **[Idiomatic vs Standard Packages](./IDIOMATIC_COMPARISON.md)** - Performance comparison and when to use each approach
 - **[API Documentation](https://pkg.go.dev/github.com/IBM/fp-go/v2)** - Complete API reference
 - **[Code Samples](./samples/)** - Practical examples and use cases
 - **[Go 1.24 Release Notes](https://tip.golang.org/doc/go1.24)** - Information about generic type aliases
@@ -457,12 +460,15 @@ func process() IOResult[string] {
 - **Either** - Type-safe error handling with left/right values
 - **Result** - Simplified Either with error as left type (recommended for error handling)
 - **IO** - Lazy evaluation and side effect management
+- **IOOption** - Combine IO with Option for optional values with side effects
 - **IOResult** - Combine IO with Result for error handling (recommended over IOEither)
 - **Reader** - Dependency injection pattern
+- **ReaderOption** - Combine Reader with Option for optional values with dependency injection
+- **ReaderIOOption** - Combine Reader, IO, and Option for optional values with dependency injection and side effects
 - **ReaderIOResult** - Combine Reader, IO, and Result for complex workflows
 - **Array** - Functional array operations
 - **Record** - Functional record/map operations
-- **Optics** - Lens, Prism, Optional, and Traversal for immutable updates
+- **[Optics](./optics/README.md)** - Lens, Prism, Optional, and Traversal for immutable updates
 
 #### Idiomatic Packages (Tuple-based, High Performance)
 - **idiomatic/option** - Option monad using native Go `(value, bool)` tuples

v2/array/array.go

@@ -21,7 +21,7 @@ import (
 	"github.com/IBM/fp-go/v2/internal/array"
 	M "github.com/IBM/fp-go/v2/monoid"
 	"github.com/IBM/fp-go/v2/option"
-	"github.com/IBM/fp-go/v2/tuple"
+	"github.com/IBM/fp-go/v2/pair"
 )
 
 // From constructs an array from a set of variadic arguments
@@ -163,11 +163,11 @@ func FilterMapWithIndex[A, B any](f func(int, A) Option[B]) Operator[A, B] {
 	return G.FilterMapWithIndex[[]A, []B](f)
 }
 
-// FilterChain maps an array with an iterating function that returns an [Option] of an array. It keeps only the Some values discarding the Nones and then flattens the result.
+// ChainOptionK maps an array with an iterating function that returns an [Option] of an array. It keeps only the Some values discarding the Nones and then flattens the result.
 //
 //go:inline
-func FilterChain[A, B any](f option.Kleisli[A, []B]) Operator[A, B] {
-	return G.FilterChain[[]A](f)
+func ChainOptionK[A, B any](f option.Kleisli[A, []B]) Operator[A, B] {
+	return G.ChainOptionK[[]A](f)
 }
 
 // FilterMapRef filters an array using a predicate on pointers and maps the matching elements using a function on pointers.
@@ -190,6 +190,11 @@ func MonadReduce[A, B any](fa []A, f func(B, A) B, initial B) B {
 	return G.MonadReduce(fa, f, initial)
 }
 
+//go:inline
+func MonadReduceWithIndex[A, B any](fa []A, f func(int, B, A) B, initial B) B {
+	return G.MonadReduceWithIndex(fa, f, initial)
+}
+
 // Reduce folds an array from left to right, applying a function to accumulate a result.
 //
 // Example:
@@ -234,6 +239,16 @@ func ReduceRef[A, B any](f func(B, *A) B, initial B) func([]A) B {
 }
 
 // Append adds an element to the end of an array, returning a new array.
+// This is a non-curried version that takes both the array and element as parameters.
+//
+// Example:
+//
+//	arr := []int{1, 2, 3}
+//	result := array.Append(arr, 4)
+//	// result: []int{1, 2, 3, 4}
+//	// arr: []int{1, 2, 3} (unchanged)
+//
+// For a curried version, see Push.
 //
 //go:inline
 func Append[A any](as []A, a A) []A {
@@ -438,7 +453,7 @@ func Size[A any](as []A) int {
 // the second contains elements for which it returns true.
 //
 //go:inline
-func MonadPartition[A any](as []A, pred func(A) bool) tuple.Tuple2[[]A, []A] {
+func MonadPartition[A any](as []A, pred func(A) bool) pair.Pair[[]A, []A] {
 	return G.MonadPartition(as, pred)
 }
 
@@ -446,7 +461,7 @@ func MonadPartition[A any](as []A, pred func(A) bool) tuple.Tuple2[[]A, []A] {
 // for which the predicate returns false, the right one those for which the predicate returns true
 //
 //go:inline
-func Partition[A any](pred func(A) bool) func([]A) tuple.Tuple2[[]A, []A] {
+func Partition[A any](pred func(A) bool) func([]A) pair.Pair[[]A, []A] {
 	return G.Partition[[]A](pred)
 }
 
@@ -514,6 +529,83 @@ func Push[A any](a A) Operator[A, A] {
 	return G.Push[Operator[A, A]](a)
 }
 
+// Concat concatenates two arrays, appending the provided array to the end of the input array.
+// This is a curried function that takes an array to append and returns a function that
+// takes the base array and returns the concatenated result.
+//
+// The function creates a new array containing all elements from the base array followed
+// by all elements from the appended array. Neither input array is modified.
+//
+// Type Parameters:
+//   - A: The type of elements in the arrays
+//
+// Parameters:
+//   - as: The array to append to the end of the base array
+//
+// Returns:
+//   - A function that takes a base array and returns a new array with `as` appended to its end
+//
+// Behavior:
+//   - Creates a new array with length equal to the sum of both input arrays
+//   - Copies all elements from the base array first
+//   - Appends all elements from the `as` array at the end
+//   - Returns the base array unchanged if `as` is empty
+//   - Returns `as` unchanged if the base array is empty
+//   - Does not modify either input array
+//
+// Example:
+//
+//	base := []int{1, 2, 3}
+//	toAppend := []int{4, 5, 6}
+//	result := array.Concat(toAppend)(base)
+//	// result: []int{1, 2, 3, 4, 5, 6}
+//	// base: []int{1, 2, 3} (unchanged)
+//	// toAppend: []int{4, 5, 6} (unchanged)
+//
+// Example with empty arrays:
+//
+//	base := []int{1, 2, 3}
+//	empty := []int{}
+//	result := array.Concat(empty)(base)
+//	// result: []int{1, 2, 3}
+//
+// Example with strings:
+//
+//	words1 := []string{"hello", "world"}
+//	words2 := []string{"foo", "bar"}
+//	result := array.Concat(words2)(words1)
+//	// result: []string{"hello", "world", "foo", "bar"}
+//
+// Example with functional composition:
+//
+//	numbers := []int{1, 2, 3}
+//	result := F.Pipe2(
+//	    numbers,
+//	    array.Map(N.Mul(2)),
+//	    array.Concat([]int{10, 20}),
+//	)
+//	// result: []int{2, 4, 6, 10, 20}
+//
+// Use cases:
+//   - Combining multiple arrays into one
+//   - Building arrays incrementally
+//   - Implementing array-based data structures (queues, buffers)
+//   - Merging results from multiple operations
+//   - Creating array pipelines with functional composition
+//
+// Performance:
+//   - Time complexity: O(n + m) where n and m are the lengths of the arrays
+//   - Space complexity: O(n + m) for the new array
+//   - Optimized to avoid allocation when one array is empty
+//
+// Note: This function is immutable - it creates a new array rather than modifying
+// the input arrays. For appending a single element, consider using Append or Push.
+//
+//go:inline
+func Concat[A any](as []A) Operator[A, A] {
+	return F.Bind2nd(array.Concat[[]A, A], as)
+}
+
 // MonadFlap applies a value to an array of functions, producing an array of results.
 // This is the monadic version that takes both parameters.
 //
@@ -622,3 +714,128 @@ func Prepend[A any](head A) Operator[A, A] {
 func Reverse[A any](as []A) []A {
 	return G.Reverse(as)
 }
+
+// Extend applies a function to every suffix of an array, creating a new array of results.
+// This is the comonad extend operation for arrays.
+//
+// The function f is applied to progressively smaller suffixes of the input array:
+//   - f(as[0:]) for the first element
+//   - f(as[1:]) for the second element
+//   - f(as[2:]) for the third element
+//   - and so on...
+//
+// Type Parameters:
+//   - A: The type of elements in the input array
+//   - B: The type of elements in the output array
+//
+// Parameters:
+//   - f: A function that takes an array suffix and returns a value
+//
+// Returns:
+//   - A function that transforms an array of A into an array of B
+//
+// Behavior:
+//   - Creates a new array with the same length as the input
+//   - For each position i, applies f to the suffix starting at i
+//   - Returns an empty array if the input is empty
+//
+// Example:
+//
+//	// Sum all elements from current position to end
+//	sumSuffix := array.Extend(func(as []int) int {
+//	    return array.Reduce(func(acc, x int) int { return acc + x }, 0)(as)
+//	})
+//	result := sumSuffix([]int{1, 2, 3, 4})
+//	// result: []int{10, 9, 7, 4}
+//	// Explanation: [1+2+3+4, 2+3+4, 3+4, 4]
+//
+// Example with length:
+//
+//	// Get remaining length at each position
+//	lengths := array.Extend(array.Size[int])
+//	result := lengths([]int{10, 20, 30})
+//	// result: []int{3, 2, 1}
+//
+// Example with head:
+//
+//	// Duplicate each element (extract head of each suffix)
+//	duplicate := array.Extend(func(as []int) int {
+//	    return F.Pipe1(as, array.Head[int], O.GetOrElse(F.Constant(0)))
+//	})
+//	result := duplicate([]int{1, 2, 3})
+//	// result: []int{1, 2, 3}
+//
+// Use cases:
+//   - Computing cumulative or rolling operations
+//   - Implementing sliding window algorithms
+//   - Creating context-aware transformations
+//   - Building comonadic computations
+//
+// Comonad laws:
+//   - Left identity: Extend(Extract) == Identity
+//   - Right identity: Extract ∘ Extend(f) == f
+//   - Associativity: Extend(f) ∘ Extend(g) == Extend(f ∘ Extend(g))
+//
+//go:inline
+func Extend[A, B any](f func([]A) B) Operator[A, B] {
+	return func(as []A) []B {
+		return G.MakeBy[[]B](len(as), func(i int) B { return f(as[i:]) })
+	}
+}
+
+// Extract returns the first element of an array, or a zero value if empty.
+// This is the comonad extract operation for arrays.
+//
+// Extract is the dual of the monadic return/of operation. While Of wraps a value
+// in a context, Extract unwraps a value from its context.
+//
+// Type Parameters:
+//   - A: The type of elements in the array
+//
+// Parameters:
+//   - as: The input array
+//
+// Returns:
+//   - The first element if the array is non-empty, otherwise the zero value of type A
+//
+// Behavior:
+//   - Returns as[0] if the array has at least one element
+//   - Returns the zero value of A if the array is empty
+//   - Does not modify the input array
+//
+// Example:
+//
+//	result := array.Extract([]int{1, 2, 3})
+//	// result: 1
+//
+// Example with empty array:
+//
+//	result := array.Extract([]int{})
+//	// result: 0 (zero value for int)
+//
+// Example with strings:
+//
+//	result := array.Extract([]string{"hello", "world"})
+//	// result: "hello"
+//
+// Example with empty string array:
+//
+//	result := array.Extract([]string{})
+//	// result: "" (zero value for string)
+//
+// Use cases:
+//   - Extracting the current focus from a comonadic context
+//   - Getting the head element with a default zero value
+//   - Implementing comonad-based computations
+//
+// Comonad laws:
+//   - Extract ∘ Of == Identity (extracting from a singleton returns the value)
+//   - Extract ∘ Extend(f) == f (extract after extend equals applying f)
+//
+// Note: For a safer alternative that handles empty arrays explicitly,
+// consider using Head which returns an Option[A].
+//
+//go:inline
+func Extract[A any](as []A) A {
+	return G.Extract(as)
+}

v2/array/array_extended_test.go

@@ -16,308 +16,88 @@
 package array
 
 import (
-	"fmt"
 	"testing"
 
-	N "github.com/IBM/fp-go/v2/number"
-	O "github.com/IBM/fp-go/v2/option"
-	S "github.com/IBM/fp-go/v2/string"
 	"github.com/stretchr/testify/assert"
 )
 
-func TestReplicate(t *testing.T) {
-	result := Replicate(3, "a")
-	assert.Equal(t, []string{"a", "a", "a"}, result)
-
-	empty := Replicate(0, 42)
-	assert.Equal(t, []int{}, empty)
-}
-
-func TestMonadMap(t *testing.T) {
-	src := []int{1, 2, 3}
-	result := MonadMap(src, N.Mul(2))
-	assert.Equal(t, []int{2, 4, 6}, result)
-}
-
-func TestMonadMapRef(t *testing.T) {
-	src := []int{1, 2, 3}
-	result := MonadMapRef(src, func(x *int) int { return *x * 2 })
-	assert.Equal(t, []int{2, 4, 6}, result)
-}
-
-func TestMapWithIndex(t *testing.T) {
-	src := []string{"a", "b", "c"}
-	mapper := MapWithIndex(func(i int, s string) string {
-		return fmt.Sprintf("%d:%s", i, s)
-	})
-	result := mapper(src)
-	assert.Equal(t, []string{"0:a", "1:b", "2:c"}, result)
-}
-
-func TestMapRef(t *testing.T) {
-	src := []int{1, 2, 3}
-	mapper := MapRef(func(x *int) int { return *x * 2 })
-	result := mapper(src)
-	assert.Equal(t, []int{2, 4, 6}, result)
-}
-
-func TestFilterWithIndex(t *testing.T) {
-	src := []int{1, 2, 3, 4, 5}
-	filter := FilterWithIndex(func(i, x int) bool {
-		return i%2 == 0 && x > 2
-	})
-	result := filter(src)
-	assert.Equal(t, []int{3, 5}, result)
-}
-
-func TestFilterRef(t *testing.T) {
-	src := []int{1, 2, 3, 4, 5}
-	filter := FilterRef(func(x *int) bool { return *x > 2 })
-	result := filter(src)
-	assert.Equal(t, []int{3, 4, 5}, result)
-}
-
-func TestMonadFilterMap(t *testing.T) {
-	src := []int{1, 2, 3, 4}
-	result := MonadFilterMap(src, func(x int) O.Option[string] {
-		if x%2 == 0 {
-			return O.Some(fmt.Sprintf("even:%d", x))
-		}
-		return O.None[string]()
-	})
-	assert.Equal(t, []string{"even:2", "even:4"}, result)
-}
-
-func TestMonadFilterMapWithIndex(t *testing.T) {
-	src := []int{1, 2, 3, 4}
-	result := MonadFilterMapWithIndex(src, func(i, x int) O.Option[string] {
-		if i%2 == 0 {
-			return O.Some(fmt.Sprintf("%d:%d", i, x))
-		}
-		return O.None[string]()
-	})
-	assert.Equal(t, []string{"0:1", "2:3"}, result)
-}
-
-func TestFilterMapWithIndex(t *testing.T) {
-	src := []int{1, 2, 3, 4}
-	filter := FilterMapWithIndex(func(i, x int) O.Option[string] {
-		if i%2 == 0 {
-			return O.Some(fmt.Sprintf("%d:%d", i, x))
-		}
-		return O.None[string]()
-	})
-	result := filter(src)
-	assert.Equal(t, []string{"0:1", "2:3"}, result)
-}
-
-func TestFilterMapRef(t *testing.T) {
-	src := []int{1, 2, 3, 4, 5}
-	filter := FilterMapRef(
-		func(x *int) bool { return *x > 2 },
-		func(x *int) string { return fmt.Sprintf("val:%d", *x) },
-	)
-	result := filter(src)
-	assert.Equal(t, []string{"val:3", "val:4", "val:5"}, result)
-}
-
-func TestReduceWithIndex(t *testing.T) {
-	src := []int{1, 2, 3}
-	reducer := ReduceWithIndex(func(i, acc, x int) int {
-		return acc + i + x
+// TestMonadReduceWithIndex tests the MonadReduceWithIndex function
+func TestMonadReduceWithIndex(t *testing.T) {
+	// Test with integers - sum with index multiplication
+	numbers := []int{1, 2, 3, 4, 5}
+	result := MonadReduceWithIndex(numbers, func(idx, acc, val int) int {
+		return acc + (val * idx)
 	}, 0)
-	result := reducer(src)
-	assert.Equal(t, 9, result) // 0 + (0+1) + (1+2) + (2+3) = 9
-}
+	// Expected: 0*1 + 1*2 + 2*3 + 3*4 + 4*5 = 0 + 2 + 6 + 12 + 20 = 40
+	assert.Equal(t, 40, result)
 
-func TestReduceRightWithIndex(t *testing.T) {
-	src := []string{"a", "b", "c"}
-	reducer := ReduceRightWithIndex(func(i int, x, acc string) string {
-		return fmt.Sprintf("%s%d:%s", acc, i, x)
+	// Test with empty array
+	empty := []int{}
+	result2 := MonadReduceWithIndex(empty, func(idx, acc, val int) int {
+		return acc + val
+	}, 10)
+	assert.Equal(t, 10, result2)
+
+	// Test with strings - concatenate with index
+	words := []string{"a", "b", "c"}
+	result3 := MonadReduceWithIndex(words, func(idx int, acc, val string) string {
+		return acc + val + string(rune('0'+idx))
 	}, "")
-	result := reducer(src)
-	assert.Equal(t, "2:c1:b0:a", result)
+	assert.Equal(t, "a0b1c2", result3)
 }
 
-func TestReduceRef(t *testing.T) {
-	src := []int{1, 2, 3}
-	reducer := ReduceRef(func(acc int, x *int) int {
-		return acc + *x
-	}, 0)
-	result := reducer(src)
-	assert.Equal(t, 6, result)
-}
-
-func TestZero(t *testing.T) {
-	result := Zero[int]()
-	assert.Equal(t, []int{}, result)
-	assert.True(t, IsEmpty(result))
-}
-
-func TestMonadChain(t *testing.T) {
-	src := []int{1, 2, 3}
-	result := MonadChain(src, func(x int) []int {
-		return []int{x, x * 10}
-	})
-	assert.Equal(t, []int{1, 10, 2, 20, 3, 30}, result)
-}
-
-func TestChain(t *testing.T) {
-	src := []int{1, 2, 3}
-	chain := Chain(func(x int) []int {
-		return []int{x, x * 10}
-	})
-	result := chain(src)
-	assert.Equal(t, []int{1, 10, 2, 20, 3, 30}, result)
-}
-
-func TestMonadAp(t *testing.T) {
-	fns := []func(int) int{
-		N.Mul(2),
-		N.Add(10),
-	}
-	values := []int{1, 2}
-	result := MonadAp(fns, values)
-	assert.Equal(t, []int{2, 4, 11, 12}, result)
-}
-
-func TestMatchLeft(t *testing.T) {
-	matcher := MatchLeft(
-		func() string { return "empty" },
-		func(head int, tail []int) string {
-			return fmt.Sprintf("head:%d,tail:%v", head, tail)
-		},
-	)
-
-	assert.Equal(t, "empty", matcher([]int{}))
-	assert.Equal(t, "head:1,tail:[2 3]", matcher([]int{1, 2, 3}))
-}
-
-func TestTail(t *testing.T) {
-	assert.Equal(t, O.None[[]int](), Tail([]int{}))
-	assert.Equal(t, O.Some([]int{2, 3}), Tail([]int{1, 2, 3}))
-	assert.Equal(t, O.Some([]int{}), Tail([]int{1}))
-}
-
-func TestFirst(t *testing.T) {
-	assert.Equal(t, O.None[int](), First([]int{}))
-	assert.Equal(t, O.Some(1), First([]int{1, 2, 3}))
-}
-
-func TestLast(t *testing.T) {
-	assert.Equal(t, O.None[int](), Last([]int{}))
-	assert.Equal(t, O.Some(3), Last([]int{1, 2, 3}))
-	assert.Equal(t, O.Some(1), Last([]int{1}))
-}
-
-func TestUpsertAt(t *testing.T) {
-	src := []int{1, 2, 3}
-	upsert := UpsertAt(99)
-
-	result1 := upsert(src)
-	assert.Equal(t, []int{1, 2, 3, 99}, result1)
-}
-
-func TestSize(t *testing.T) {
-	assert.Equal(t, 0, Size([]int{}))
-	assert.Equal(t, 3, Size([]int{1, 2, 3}))
-}
-
-func TestMonadPartition(t *testing.T) {
-	src := []int{1, 2, 3, 4, 5}
-	result := MonadPartition(src, func(x int) bool { return x > 2 })
-	assert.Equal(t, []int{1, 2}, result.F1)
-	assert.Equal(t, []int{3, 4, 5}, result.F2)
-}
-
-func TestIsNil(t *testing.T) {
-	var nilSlice []int
-	assert.True(t, IsNil(nilSlice))
-	assert.False(t, IsNil([]int{}))
-	assert.False(t, IsNil([]int{1}))
-}
-
-func TestIsNonNil(t *testing.T) {
-	var nilSlice []int
-	assert.False(t, IsNonNil(nilSlice))
-	assert.True(t, IsNonNil([]int{}))
-	assert.True(t, IsNonNil([]int{1}))
-}
-
-func TestConstNil(t *testing.T) {
-	result := ConstNil[int]()
-	assert.True(t, IsNil(result))
-}
-
-func TestSliceRight(t *testing.T) {
-	src := []int{1, 2, 3, 4, 5}
-	slicer := SliceRight[int](2)
-	result := slicer(src)
-	assert.Equal(t, []int{3, 4, 5}, result)
-}
-
-func TestCopy(t *testing.T) {
-	src := []int{1, 2, 3}
-	copied := Copy(src)
-	assert.Equal(t, src, copied)
-	// Verify it's a different slice
-	copied[0] = 99
-	assert.Equal(t, 1, src[0])
-	assert.Equal(t, 99, copied[0])
-}
-
-func TestClone(t *testing.T) {
-	src := []int{1, 2, 3}
-	cloner := Clone(N.Mul(2))
-	result := cloner(src)
-	assert.Equal(t, []int{2, 4, 6}, result)
-}
-
-func TestFoldMapWithIndex(t *testing.T) {
-	src := []string{"a", "b", "c"}
-	folder := FoldMapWithIndex[string](S.Monoid)(func(i int, s string) string {
-		return fmt.Sprintf("%d:%s", i, s)
-	})
-	result := folder(src)
-	assert.Equal(t, "0:a1:b2:c", result)
-}
-
-func TestFold(t *testing.T) {
-	src := []int{1, 2, 3, 4, 5}
-	folder := Fold(N.MonoidSum[int]())
-	result := folder(src)
-	assert.Equal(t, 15, result)
-}
-
-func TestPush(t *testing.T) {
-	src := []int{1, 2, 3}
-	pusher := Push(4)
-	result := pusher(src)
+// TestAppend tests the Append function
+func TestAppend(t *testing.T) {
+	// Test appending to non-empty array
+	arr := []int{1, 2, 3}
+	result := Append(arr, 4)
 	assert.Equal(t, []int{1, 2, 3, 4}, result)
+	// Verify original array is unchanged
+	assert.Equal(t, []int{1, 2, 3}, arr)
+
+	// Test appending to empty array
+	empty := []int{}
+	result2 := Append(empty, 1)
+	assert.Equal(t, []int{1}, result2)
+
+	// Test appending strings
+	words := []string{"hello", "world"}
+	result3 := Append(words, "!")
+	assert.Equal(t, []string{"hello", "world", "!"}, result3)
+
+	// Test appending to nil array
+	var nilArr []int
+	result4 := Append(nilArr, 42)
+	assert.Equal(t, []int{42}, result4)
 }
 
-func TestMonadFlap(t *testing.T) {
-	fns := []func(int) string{
-		func(x int) string { return fmt.Sprintf("a%d", x) },
-		func(x int) string { return fmt.Sprintf("b%d", x) },
-	}
-	result := MonadFlap(fns, 5)
-	assert.Equal(t, []string{"a5", "b5"}, result)
-}
+// TestStrictEquals tests the StrictEquals function
+func TestStrictEquals(t *testing.T) {
+	eq := StrictEquals[int]()
 
-func TestFlap(t *testing.T) {
-	fns := []func(int) string{
-		func(x int) string { return fmt.Sprintf("a%d", x) },
-		func(x int) string { return fmt.Sprintf("b%d", x) },
-	}
-	flapper := Flap[string](5)
-	result := flapper(fns)
-	assert.Equal(t, []string{"a5", "b5"}, result)
-}
+	// Test equal arrays
+	arr1 := []int{1, 2, 3}
+	arr2 := []int{1, 2, 3}
+	assert.True(t, eq.Equals(arr1, arr2))
 
-func TestPrepend(t *testing.T) {
-	src := []int{2, 3, 4}
-	prepender := Prepend(1)
-	result := prepender(src)
-	assert.Equal(t, []int{1, 2, 3, 4}, result)
+	// Test different arrays
+	arr3 := []int{1, 2, 4}
+	assert.False(t, eq.Equals(arr1, arr3))
+
+	// Test different lengths
+	arr4 := []int{1, 2}
+	assert.False(t, eq.Equals(arr1, arr4))
+
+	// Test empty arrays
+	empty1 := []int{}
+	empty2 := []int{}
+	assert.True(t, eq.Equals(empty1, empty2))
+
+	// Test with strings
+	strEq := StrictEquals[string]()
+	words1 := []string{"hello", "world"}
+	words2 := []string{"hello", "world"}
+	words3 := []string{"hello", "there"}
+	assert.True(t, strEq.Equals(words1, words2))
+	assert.False(t, strEq.Equals(words1, words3))
 }

v2/array/array_test.go

@@ -24,8 +24,8 @@ import (
 	"github.com/IBM/fp-go/v2/internal/utils"
 	N "github.com/IBM/fp-go/v2/number"
 	O "github.com/IBM/fp-go/v2/option"
+	"github.com/IBM/fp-go/v2/pair"
 	S "github.com/IBM/fp-go/v2/string"
-	T "github.com/IBM/fp-go/v2/tuple"
 	"github.com/stretchr/testify/assert"
 )
 
@@ -163,11 +163,11 @@ func TestPartition(t *testing.T) {
 		return n > 2
 	}
 
-	assert.Equal(t, T.MakeTuple2(Empty[int](), Empty[int]()), Partition(pred)(Empty[int]()))
-	assert.Equal(t, T.MakeTuple2(From(1), From(3)), Partition(pred)(From(1, 3)))
+	assert.Equal(t, pair.MakePair(Empty[int](), Empty[int]()), Partition(pred)(Empty[int]()))
+	assert.Equal(t, pair.MakePair(From(1), From(3)), Partition(pred)(From(1, 3)))
 }
 
-func TestFilterChain(t *testing.T) {
+func TestChainOptionK(t *testing.T) {
 	src := From(1, 2, 3)
 
 	f := func(i int) O.Option[[]string] {
@@ -177,7 +177,7 @@ func TestFilterChain(t *testing.T) {
 		return O.None[[]string]()
 	}
 
-	res := FilterChain(f)(src)
+	res := ChainOptionK(f)(src)
 
 	assert.Equal(t, From("a1", "b1", "a3", "b3"), res)
 }
@@ -474,3 +474,631 @@ func TestReverseProperties(t *testing.T) {
 		}
 	})
 }
+
+// TestExtract tests the Extract function
+func TestExtract(t *testing.T) {
+	t.Run("Extract from non-empty array", func(t *testing.T) {
+		input := []int{1, 2, 3, 4, 5}
+		result := Extract(input)
+		assert.Equal(t, 1, result)
+	})
+
+	t.Run("Extract from single element array", func(t *testing.T) {
+		input := []string{"hello"}
+		result := Extract(input)
+		assert.Equal(t, "hello", result)
+	})
+
+	t.Run("Extract from empty array returns zero value", func(t *testing.T) {
+		input := []int{}
+		result := Extract(input)
+		assert.Equal(t, 0, result)
+	})
+
+	t.Run("Extract from empty string array returns empty string", func(t *testing.T) {
+		input := []string{}
+		result := Extract(input)
+		assert.Equal(t, "", result)
+	})
+
+	t.Run("Extract does not modify original array", func(t *testing.T) {
+		original := []int{1, 2, 3}
+		originalCopy := []int{1, 2, 3}
+		_ = Extract(original)
+		assert.Equal(t, originalCopy, original)
+	})
+
+	t.Run("Extract with floats", func(t *testing.T) {
+		input := []float64{3.14, 2.71, 1.41}
+		result := Extract(input)
+		assert.Equal(t, 3.14, result)
+	})
+
+	t.Run("Extract with structs", func(t *testing.T) {
+		type Person struct {
+			Name string
+			Age  int
+		}
+		input := []Person{
+			{"Alice", 30},
+			{"Bob", 25},
+		}
+		result := Extract(input)
+		assert.Equal(t, Person{"Alice", 30}, result)
+	})
+}
+
+// TestExtractComonadLaws tests comonad laws for Extract
+func TestExtractComonadLaws(t *testing.T) {
+	t.Run("Extract ∘ Of == Identity", func(t *testing.T) {
+		value := 42
+		result := Extract(Of(value))
+		assert.Equal(t, value, result)
+	})
+
+	t.Run("Extract ∘ Extend(f) == f", func(t *testing.T) {
+		input := []int{1, 2, 3, 4}
+		f := func(as []int) int {
+			return MonadReduce(as, func(acc, x int) int { return acc + x }, 0)
+		}
+
+		// Extract(Extend(f)(input)) should equal f(input)
+		extended := Extend(f)(input)
+		result := Extract(extended)
+		expected := f(input)
+
+		assert.Equal(t, expected, result)
+	})
+}
+
+// TestExtend tests the Extend function
+func TestExtend(t *testing.T) {
+	t.Run("Extend with sum of suffixes", func(t *testing.T) {
+		input := []int{1, 2, 3, 4}
+		sumSuffix := Extend(func(as []int) int {
+			return MonadReduce(as, func(acc, x int) int { return acc + x }, 0)
+		})
+		result := sumSuffix(input)
+		expected := []int{10, 9, 7, 4} // [1+2+3+4, 2+3+4, 3+4, 4]
+		assert.Equal(t, expected, result)
+	})
+
+	t.Run("Extend with length of suffixes", func(t *testing.T) {
+		input := []int{10, 20, 30}
+		lengths := Extend(Size[int])
+		result := lengths(input)
+		expected := []int{3, 2, 1}
+		assert.Equal(t, expected, result)
+	})
+
+	t.Run("Extend with head extraction", func(t *testing.T) {
+		input := []int{1, 2, 3}
+		duplicate := Extend(func(as []int) int {
+			return F.Pipe2(as, Head[int], O.GetOrElse(F.Constant(0)))
+		})
+		result := duplicate(input)
+		expected := []int{1, 2, 3}
+		assert.Equal(t, expected, result)
+	})
+
+	t.Run("Extend with empty array", func(t *testing.T) {
+		input := []int{}
+		result := Extend(Size[int])(input)
+		assert.Equal(t, []int{}, result)
+	})
+
+	t.Run("Extend with single element", func(t *testing.T) {
+		input := []string{"hello"}
+		result := Extend(func(as []string) int { return len(as) })(input)
+		expected := []int{1}
+		assert.Equal(t, expected, result)
+	})
+
+	t.Run("Extend does not modify original array", func(t *testing.T) {
+		original := []int{1, 2, 3}
+		originalCopy := []int{1, 2, 3}
+		_ = Extend(Size[int])(original)
+		assert.Equal(t, originalCopy, original)
+	})
+
+	t.Run("Extend with string concatenation", func(t *testing.T) {
+		input := []string{"a", "b", "c"}
+		concat := Extend(func(as []string) string {
+			return MonadReduce(as, func(acc, s string) string { return acc + s }, "")
+		})
+		result := concat(input)
+		expected := []string{"abc", "bc", "c"}
+		assert.Equal(t, expected, result)
+	})
+
+	t.Run("Extend with max of suffixes", func(t *testing.T) {
+		input := []int{3, 1, 4, 1, 5}
+		maxSuffix := Extend(func(as []int) int {
+			if len(as) == 0 {
+				return 0
+			}
+			max := as[0]
+			for _, v := range as[1:] {
+				if v > max {
+					max = v
+				}
+			}
+			return max
+		})
+		result := maxSuffix(input)
+		expected := []int{5, 5, 5, 5, 5}
+		assert.Equal(t, expected, result)
+	})
+}
+
+// TestExtendComonadLaws tests comonad laws for Extend
+func TestExtendComonadLaws(t *testing.T) {
+	t.Run("Left identity: Extend(Extract) == Identity", func(t *testing.T) {
+		input := []int{1, 2, 3, 4, 5}
+		result := Extend(Extract[int])(input)
+		assert.Equal(t, input, result)
+	})
+
+	t.Run("Right identity: Extract ∘ Extend(f) == f", func(t *testing.T) {
+		input := []int{1, 2, 3, 4}
+		f := func(as []int) int {
+			return MonadReduce(as, func(acc, x int) int { return acc + x }, 0)
+		}
+
+		// Extract(Extend(f)(input)) should equal f(input)
+		result := F.Pipe2(input, Extend(f), Extract[int])
+		expected := f(input)
+
+		assert.Equal(t, expected, result)
+	})
+
+	t.Run("Associativity: Extend(f) ∘ Extend(g) == Extend(f ∘ Extend(g))", func(t *testing.T) {
+		input := []int{1, 2, 3}
+
+		// f: sum of array
+		f := func(as []int) int {
+			return MonadReduce(as, func(acc, x int) int { return acc + x }, 0)
+		}
+
+		// g: length of array
+		g := func(as []int) int {
+			return len(as)
+		}
+
+		// Left side: Extend(f) ∘ Extend(g)
+		left := F.Pipe2(input, Extend(g), Extend(f))
+
+		// Right side: Extend(f ∘ Extend(g))
+		right := Extend(func(as []int) int {
+			return f(Extend(g)(as))
+		})(input)
+
+		assert.Equal(t, left, right)
+	})
+}
+
+// TestExtendComposition tests Extend with other array operations
+func TestExtendComposition(t *testing.T) {
+	t.Run("Extend after Map", func(t *testing.T) {
+		input := []int{1, 2, 3}
+		result := F.Pipe2(
+			input,
+			Map(N.Mul(2)),
+			Extend(func(as []int) int {
+				return MonadReduce(as, func(acc, x int) int { return acc + x }, 0)
+			}),
+		)
+		expected := []int{12, 10, 6} // [2+4+6, 4+6, 6]
+		assert.Equal(t, expected, result)
+	})
+
+	t.Run("Map after Extend", func(t *testing.T) {
+		input := []int{1, 2, 3}
+		result := F.Pipe2(
+			input,
+			Extend(Size[int]),
+			Map(N.Mul(10)),
+		)
+		expected := []int{30, 20, 10}
+		assert.Equal(t, expected, result)
+	})
+
+	t.Run("Extend with Filter", func(t *testing.T) {
+		input := []int{1, 2, 3, 4, 5, 6}
+		result := F.Pipe2(
+			input,
+			Filter(func(n int) bool { return n%2 == 0 }),
+			Extend(Size[int]),
+		)
+		expected := []int{3, 2, 1} // lengths of [2,4,6], [4,6], [6]
+		assert.Equal(t, expected, result)
+	})
+}
+
+// TestExtendUseCases demonstrates practical use cases for Extend
+func TestExtendUseCases(t *testing.T) {
+	t.Run("Running sum (cumulative sum from each position)", func(t *testing.T) {
+		input := []int{1, 2, 3, 4, 5}
+		runningSum := Extend(func(as []int) int {
+			return MonadReduce(as, func(acc, x int) int { return acc + x }, 0)
+		})
+		result := runningSum(input)
+		expected := []int{15, 14, 12, 9, 5}
+		assert.Equal(t, expected, result)
+	})
+
+	t.Run("Sliding window average", func(t *testing.T) {
+		input := []float64{1.0, 2.0, 3.0, 4.0, 5.0}
+		windowAvg := Extend(func(as []float64) float64 {
+			if len(as) == 0 {
+				return 0
+			}
+			sum := MonadReduce(as, func(acc, x float64) float64 { return acc + x }, 0.0)
+			return sum / float64(len(as))
+		})
+		result := windowAvg(input)
+		expected := []float64{3.0, 3.5, 4.0, 4.5, 5.0}
+		assert.Equal(t, expected, result)
+	})
+
+	t.Run("Check if suffix is sorted", func(t *testing.T) {
+		input := []int{1, 2, 3, 2, 1}
+		isSorted := Extend(func(as []int) bool {
+			for i := 1; i < len(as); i++ {
+				if as[i] < as[i-1] {
+					return false
+				}
+			}
+			return true
+		})
+		result := isSorted(input)
+		expected := []bool{false, false, false, false, true}
+		assert.Equal(t, expected, result)
+	})
+
+	t.Run("Count remaining elements", func(t *testing.T) {
+		events := []string{"start", "middle", "end"}
+		remaining := Extend(Size[string])
+		result := remaining(events)
+		expected := []int{3, 2, 1}
+		assert.Equal(t, expected, result)
+	})
+}
+
+// TestConcat tests the Concat function
+func TestConcat(t *testing.T) {
+	t.Run("Concat two non-empty arrays", func(t *testing.T) {
+		base := []int{1, 2, 3}
+		toAppend := []int{4, 5, 6}
+		result := Concat(toAppend)(base)
+		expected := []int{1, 2, 3, 4, 5, 6}
+		assert.Equal(t, expected, result)
+	})
+
+	t.Run("Concat with empty array to append", func(t *testing.T) {
+		base := []int{1, 2, 3}
+		empty := []int{}
+		result := Concat(empty)(base)
+		assert.Equal(t, base, result)
+	})
+
+	t.Run("Concat to empty base array", func(t *testing.T) {
+		empty := []int{}
+		toAppend := []int{1, 2, 3}
+		result := Concat(toAppend)(empty)
+		assert.Equal(t, toAppend, result)
+	})
+
+	t.Run("Concat two empty arrays", func(t *testing.T) {
+		empty1 := []int{}
+		empty2 := []int{}
+		result := Concat(empty2)(empty1)
+		assert.Equal(t, []int{}, result)
+	})
+
+	t.Run("Concat strings", func(t *testing.T) {
+		words1 := []string{"hello", "world"}
+		words2 := []string{"foo", "bar"}
+		result := Concat(words2)(words1)
+		expected := []string{"hello", "world", "foo", "bar"}
+		assert.Equal(t, expected, result)
+	})
+
+	t.Run("Concat single element arrays", func(t *testing.T) {
+		arr1 := []int{1}
+		arr2 := []int{2}
+		result := Concat(arr2)(arr1)
+		expected := []int{1, 2}
+		assert.Equal(t, expected, result)
+	})
+
+	t.Run("Does not modify original arrays", func(t *testing.T) {
+		base := []int{1, 2, 3}
+		toAppend := []int{4, 5, 6}
+		baseCopy := []int{1, 2, 3}
+		toAppendCopy := []int{4, 5, 6}
+
+		_ = Concat(toAppend)(base)
+
+		assert.Equal(t, baseCopy, base)
+		assert.Equal(t, toAppendCopy, toAppend)
+	})
+
+	t.Run("Concat with floats", func(t *testing.T) {
+		arr1 := []float64{1.1, 2.2}
+		arr2 := []float64{3.3, 4.4}
+		result := Concat(arr2)(arr1)
+		expected := []float64{1.1, 2.2, 3.3, 4.4}
+		assert.Equal(t, expected, result)
+	})
+
+	t.Run("Concat with structs", func(t *testing.T) {
+		type Person struct {
+			Name string
+			Age  int
+		}
+		arr1 := []Person{{"Alice", 30}, {"Bob", 25}}
+		arr2 := []Person{{"Charlie", 35}}
+		result := Concat(arr2)(arr1)
+		expected := []Person{{"Alice", 30}, {"Bob", 25}, {"Charlie", 35}}
+		assert.Equal(t, expected, result)
+	})
+
+	t.Run("Concat large arrays", func(t *testing.T) {
+		arr1 := MakeBy(500, F.Identity[int])
+		arr2 := MakeBy(500, func(i int) int { return i + 500 })
+		result := Concat(arr2)(arr1)
+
+		assert.Equal(t, 1000, len(result))
+		assert.Equal(t, 0, result[0])
+		assert.Equal(t, 499, result[499])
+		assert.Equal(t, 500, result[500])
+		assert.Equal(t, 999, result[999])
+	})
+
+	t.Run("Concat multiple times", func(t *testing.T) {
+		arr1 := []int{1}
+		arr2 := []int{2}
+		arr3 := []int{3}
+
+		result := F.Pipe2(
+			arr1,
+			Concat(arr2),
+			Concat(arr3),
+		)
+
+		expected := []int{1, 2, 3}
+		assert.Equal(t, expected, result)
+	})
+}
+
+// TestConcatComposition tests Concat with other array operations
+func TestConcatComposition(t *testing.T) {
+	t.Run("Concat after Map", func(t *testing.T) {
+		numbers := []int{1, 2, 3}
+		result := F.Pipe2(
+			numbers,
+			Map(N.Mul(2)),
+			Concat([]int{10, 20}),
+		)
+		expected := []int{2, 4, 6, 10, 20}
+		assert.Equal(t, expected, result)
+	})
+
+	t.Run("Map after Concat", func(t *testing.T) {
+		arr1 := []int{1, 2}
+		arr2 := []int{3, 4}
+		result := F.Pipe2(
+			arr1,
+			Concat(arr2),
+			Map(N.Mul(2)),
+		)
+		expected := []int{2, 4, 6, 8}
+		assert.Equal(t, expected, result)
+	})
+
+	t.Run("Concat with Filter", func(t *testing.T) {
+		arr1 := []int{1, 2, 3, 4}
+		arr2 := []int{5, 6, 7, 8}
+		result := F.Pipe2(
+			arr1,
+			Concat(arr2),
+			Filter(func(n int) bool { return n%2 == 0 }),
+		)
+		expected := []int{2, 4, 6, 8}
+		assert.Equal(t, expected, result)
+	})
+
+	t.Run("Concat with Reduce", func(t *testing.T) {
+		arr1 := []int{1, 2, 3}
+		arr2 := []int{4, 5, 6}
+		result := F.Pipe2(
+			arr1,
+			Concat(arr2),
+			Reduce(func(acc, x int) int { return acc + x }, 0),
+		)
+		expected := 21 // 1+2+3+4+5+6
+		assert.Equal(t, expected, result)
+	})
+
+	t.Run("Concat with Reverse", func(t *testing.T) {
+		arr1 := []int{1, 2, 3}
+		arr2 := []int{4, 5, 6}
+		result := F.Pipe2(
+			arr1,
+			Concat(arr2),
+			Reverse[int],
+		)
+		expected := []int{6, 5, 4, 3, 2, 1}
+		assert.Equal(t, expected, result)
+	})
+
+	t.Run("Concat with Flatten", func(t *testing.T) {
+		arr1 := [][]int{{1, 2}, {3, 4}}
+		arr2 := [][]int{{5, 6}}
+		result := F.Pipe2(
+			arr1,
+			Concat(arr2),
+			Flatten[int],
+		)
+		expected := []int{1, 2, 3, 4, 5, 6}
+		assert.Equal(t, expected, result)
+	})
+
+	t.Run("Multiple Concat operations", func(t *testing.T) {
+		arr1 := []int{1}
+		arr2 := []int{2}
+		arr3 := []int{3}
+		arr4 := []int{4}
+
+		result := Concat(arr4)(Concat(arr3)(Concat(arr2)(arr1)))
+
+		expected := []int{1, 2, 3, 4}
+		assert.Equal(t, expected, result)
+	})
+}
+
+// TestConcatUseCases demonstrates practical use cases for Concat
+func TestConcatUseCases(t *testing.T) {
+	t.Run("Building array incrementally", func(t *testing.T) {
+		header := []string{"Name", "Age"}
+		data := []string{"Alice", "30"}
+		footer := []string{"Total: 1"}
+
+		result := F.Pipe2(
+			header,
+			Concat(data),
+			Concat(footer),
+		)
+
+		expected := []string{"Name", "Age", "Alice", "30", "Total: 1"}
+		assert.Equal(t, expected, result)
+	})
+
+	t.Run("Merging results from multiple operations", func(t *testing.T) {
+		evens := Filter(func(n int) bool { return n%2 == 0 })([]int{1, 2, 3, 4, 5, 6})
+		odds := Filter(func(n int) bool { return n%2 != 0 })([]int{1, 2, 3, 4, 5, 6})
+
+		result := Concat(odds)(evens)
+		expected := []int{2, 4, 6, 1, 3, 5}
+		assert.Equal(t, expected, result)
+	})
+
+	t.Run("Combining prefix and suffix", func(t *testing.T) {
+		prefix := []string{"Mr.", "Dr."}
+		names := []string{"Smith", "Jones"}
+
+		addPrefix := func(name string) []string {
+			return Map(func(p string) string { return p + " " + name })(prefix)
+		}
+
+		result := F.Pipe2(
+			names,
+			Chain(addPrefix),
+			F.Identity[[]string],
+		)
+
+		expected := []string{"Mr. Smith", "Dr. Smith", "Mr. Jones", "Dr. Jones"}
+		assert.Equal(t, expected, result)
+	})
+
+	t.Run("Queue-like behavior", func(t *testing.T) {
+		queue := []int{1, 2, 3}
+		newItems := []int{4, 5}
+
+		// Add items to end of queue
+		updatedQueue := Concat(newItems)(queue)
+
+		assert.Equal(t, []int{1, 2, 3, 4, 5}, updatedQueue)
+		assert.Equal(t, 1, updatedQueue[0])                   // Front of queue
+		assert.Equal(t, 5, updatedQueue[len(updatedQueue)-1]) // Back of queue
+	})
+
+	t.Run("Combining configuration arrays", func(t *testing.T) {
+		defaultConfig := []string{"--verbose", "--color"}
+		userConfig := []string{"--output=file.txt", "--format=json"}
+
+		finalConfig := Concat(userConfig)(defaultConfig)
+
+		expected := []string{"--verbose", "--color", "--output=file.txt", "--format=json"}
+		assert.Equal(t, expected, finalConfig)
+	})
+}
+
+// TestConcatProperties tests mathematical properties of Concat
+func TestConcatProperties(t *testing.T) {
+	t.Run("Associativity: (a + b) + c == a + (b + c)", func(t *testing.T) {
+		a := []int{1, 2}
+		b := []int{3, 4}
+		c := []int{5, 6}
+
+		// (a + b) + c
+		left := Concat(c)(Concat(b)(a))
+
+		// a + (b + c)
+		right := Concat(Concat(c)(b))(a)
+
+		assert.Equal(t, left, right)
+		assert.Equal(t, []int{1, 2, 3, 4, 5, 6}, left)
+	})
+
+	t.Run("Identity: a + [] == a and [] + a == a", func(t *testing.T) {
+		arr := []int{1, 2, 3}
+		empty := []int{}
+
+		// Right identity
+		rightResult := Concat(empty)(arr)
+		assert.Equal(t, arr, rightResult)
+
+		// Left identity
+		leftResult := Concat(arr)(empty)
+		assert.Equal(t, arr, leftResult)
+	})
+
+	t.Run("Length property: len(a + b) == len(a) + len(b)", func(t *testing.T) {
+		testCases := []struct {
+			arr1 []int
+			arr2 []int
+		}{
+			{[]int{1, 2, 3}, []int{4, 5}},
+			{[]int{1}, []int{2, 3, 4, 5}},
+			{[]int{}, []int{1, 2, 3}},
+			{[]int{1, 2, 3}, []int{}},
+			{MakeBy(100, F.Identity[int]), MakeBy(50, F.Identity[int])},
+		}
+
+		for _, tc := range testCases {
+			result := Concat(tc.arr2)(tc.arr1)
+			expectedLen := len(tc.arr1) + len(tc.arr2)
+			assert.Equal(t, expectedLen, len(result))
+		}
+	})
+
+	t.Run("Order preservation: elements maintain their relative order", func(t *testing.T) {
+		arr1 := []int{1, 2, 3}
+		arr2 := []int{4, 5, 6}
+		result := Concat(arr2)(arr1)
+
+		// Check arr1 elements are in order
+		assert.Equal(t, 1, result[0])
+		assert.Equal(t, 2, result[1])
+		assert.Equal(t, 3, result[2])
+
+		// Check arr2 elements are in order after arr1
+		assert.Equal(t, 4, result[3])
+		assert.Equal(t, 5, result[4])
+		assert.Equal(t, 6, result[5])
+	})
+
+	t.Run("Immutability: original arrays are not modified", func(t *testing.T) {
+		original1 := []int{1, 2, 3}
+		original2 := []int{4, 5, 6}
+		copy1 := []int{1, 2, 3}
+		copy2 := []int{4, 5, 6}
+
+		_ = Concat(original2)(original1)
+
+		assert.Equal(t, copy1, original1)
+		assert.Equal(t, copy2, original2)
+	})
+}

v2/array/bind.go

@@ -63,17 +63,26 @@ func Bind[S1, S2, T any](
 
 // Let attaches the result of a pure computation to a context S1 to produce a context S2.
 // Unlike Bind, the computation function returns a plain value T rather than []T.
+// This is useful when you need to compute a derived value from the current context
+// without introducing additional array elements.
 //
 // Example:
 //
-//	result := array.Let(
-//	    func(sum int) func(s struct{ X int }) struct{ X, Sum int } {
-//	        return func(s struct{ X int }) struct{ X, Sum int } {
-//	            return struct{ X, Sum int }{s.X, sum}
-//	        }
-//	    },
-//	    func(s struct{ X int }) int { return s.X * 2 },
+//	type State1 struct{ X int }
+//	type State2 struct{ X, Double int }
+//
+//	result := F.Pipe2(
+//	    []State1{{X: 5}, {X: 10}},
+//	    array.Let(
+//	        func(double int) func(s State1) State2 {
+//	            return func(s State1) State2 {
+//	                return State2{X: s.X, Double: double}
+//	            }
+//	        },
+//	        func(s State1) int { return s.X * 2 },
+//	    ),
 //	)
+//	// result: []State2{{X: 5, Double: 10}, {X: 10, Double: 20}}
 //
 //go:inline
 func Let[S1, S2, T any](
@@ -84,18 +93,25 @@ func Let[S1, S2, T any](
 }
 
 // LetTo attaches a constant value to a context S1 to produce a context S2.
-// This is useful for adding constant values to the context.
+// This is useful for adding constant values to the context without computation.
 //
 // Example:
 //
-//	result := array.LetTo(
-//	    func(name string) func(s struct{ X int }) struct{ X int; Name string } {
-//	        return func(s struct{ X int }) struct{ X int; Name string } {
-//	            return struct{ X int; Name string }{s.X, name}
-//	        }
-//	    },
-//	    "constant",
+//	type State1 struct{ X int }
+//	type State2 struct{ X int; Name string }
+//
+//	result := F.Pipe2(
+//	    []State1{{X: 1}, {X: 2}},
+//	    array.LetTo(
+//	        func(name string) func(s State1) State2 {
+//	            return func(s State1) State2 {
+//	                return State2{X: s.X, Name: name}
+//	            }
+//	        },
+//	        "constant",
+//	    ),
 //	)
+//	// result: []State2{{X: 1, Name: "constant"}, {X: 2, Name: "constant"}}
 //
 //go:inline
 func LetTo[S1, S2, T any](
@@ -107,15 +123,19 @@ func LetTo[S1, S2, T any](
 
 // BindTo initializes a new state S1 from a value T.
 // This is typically the first operation after Do to start building the context.
+// It transforms each element of type T into a state of type S1.
 //
 // Example:
 //
+//	type State struct{ X int }
+//
 //	result := F.Pipe2(
 //	    []int{1, 2, 3},
-//	    array.BindTo(func(x int) struct{ X int } {
-//	        return struct{ X int }{x}
+//	    array.BindTo(func(x int) State {
+//	        return State{X: x}
 //	    }),
 //	)
+//	// result: []State{{X: 1}, {X: 2}, {X: 3}}
 //
 //go:inline
 func BindTo[S1, T any](

v2/array/bind_extended_test.go

@@ -22,57 +22,176 @@ import (
 	"github.com/stretchr/testify/assert"
 )
 
-type TestState1 struct {
-	X int
-}
-
-type TestState2 struct {
-	X int
-	Y int
-}
-
+// TestLet tests the Let function
 func TestLet(t *testing.T) {
-	result := F.Pipe2(
-		Do(TestState1{}),
+	type State1 struct {
+		X int
+	}
+	type State2 struct {
+		X      int
+		Double int
+	}
+
+	// Test Let with pure computation
+	result := F.Pipe1(
+		[]State1{{X: 5}, {X: 10}},
 		Let(
-			func(y int) func(s TestState1) TestState2 {
-				return func(s TestState1) TestState2 {
-					return TestState2{X: s.X, Y: y}
+			func(double int) func(s State1) State2 {
+				return func(s State1) State2 {
+					return State2{X: s.X, Double: double}
 				}
 			},
-			func(s TestState1) int { return s.X * 2 },
+			func(s State1) int { return s.X * 2 },
 		),
-		Map(func(s TestState2) int { return s.X + s.Y }),
 	)
 
-	assert.Equal(t, []int{0}, result)
+	expected := []State2{{X: 5, Double: 10}, {X: 10, Double: 20}}
+	assert.Equal(t, expected, result)
+
+	// Test Let with empty array
+	empty := []State1{}
+	result2 := F.Pipe1(
+		empty,
+		Let(
+			func(double int) func(s State1) State2 {
+				return func(s State1) State2 {
+					return State2{X: s.X, Double: double}
+				}
+			},
+			func(s State1) int { return s.X * 2 },
+		),
+	)
+	assert.Equal(t, []State2{}, result2)
 }
 
+// TestLetTo tests the LetTo function
 func TestLetTo(t *testing.T) {
-	result := F.Pipe2(
-		Do(TestState1{X: 5}),
+	type State1 struct {
+		X int
+	}
+	type State2 struct {
+		X    int
+		Name string
+	}
+
+	// Test LetTo with constant value
+	result := F.Pipe1(
+		[]State1{{X: 1}, {X: 2}},
 		LetTo(
-			func(y int) func(s TestState1) TestState2 {
-				return func(s TestState1) TestState2 {
-					return TestState2{X: s.X, Y: y}
+			func(name string) func(s State1) State2 {
+				return func(s State1) State2 {
+					return State2{X: s.X, Name: name}
 				}
 			},
-			42,
+			"constant",
 		),
-		Map(func(s TestState2) int { return s.X + s.Y }),
 	)
 
-	assert.Equal(t, []int{47}, result)
+	expected := []State2{{X: 1, Name: "constant"}, {X: 2, Name: "constant"}}
+	assert.Equal(t, expected, result)
+
+	// Test LetTo with different constant
+	result2 := F.Pipe1(
+		[]State1{{X: 10}},
+		LetTo(
+			func(name string) func(s State1) State2 {
+				return func(s State1) State2 {
+					return State2{X: s.X, Name: name}
+				}
+			},
+			"test",
+		),
+	)
+
+	expected2 := []State2{{X: 10, Name: "test"}}
+	assert.Equal(t, expected2, result2)
 }
 
+// TestBindTo tests the BindTo function
 func TestBindTo(t *testing.T) {
+	type State struct {
+		X int
+	}
+
+	// Test BindTo with integers
 	result := F.Pipe1(
 		[]int{1, 2, 3},
-		BindTo(func(x int) TestState1 {
-			return TestState1{X: x}
+		BindTo(func(x int) State {
+			return State{X: x}
 		}),
 	)
 
-	expected := []TestState1{{X: 1}, {X: 2}, {X: 3}}
+	expected := []State{{X: 1}, {X: 2}, {X: 3}}
+	assert.Equal(t, expected, result)
+
+	// Test BindTo with strings
+	type StringState struct {
+		Value string
+	}
+
+	result2 := F.Pipe1(
+		[]string{"hello", "world"},
+		BindTo(func(s string) StringState {
+			return StringState{Value: s}
+		}),
+	)
+
+	expected2 := []StringState{{Value: "hello"}, {Value: "world"}}
+	assert.Equal(t, expected2, result2)
+
+	// Test BindTo with empty array
+	empty := []int{}
+	result3 := F.Pipe1(
+		empty,
+		BindTo(func(x int) State {
+			return State{X: x}
+		}),
+	)
+	assert.Equal(t, []State{}, result3)
+}
+
+// TestDoWithLetAndBindTo tests combining Do, Let, LetTo, and BindTo
+func TestDoWithLetAndBindTo(t *testing.T) {
+	type State1 struct {
+		X int
+	}
+	type State2 struct {
+		X      int
+		Double int
+	}
+	type State3 struct {
+		X      int
+		Double int
+		Name   string
+	}
+
+	// Test complex pipeline
+	result := F.Pipe3(
+		[]int{5, 10},
+		BindTo(func(x int) State1 {
+			return State1{X: x}
+		}),
+		Let(
+			func(double int) func(s State1) State2 {
+				return func(s State1) State2 {
+					return State2{X: s.X, Double: double}
+				}
+			},
+			func(s State1) int { return s.X * 2 },
+		),
+		LetTo(
+			func(name string) func(s State2) State3 {
+				return func(s State2) State3 {
+					return State3{X: s.X, Double: s.Double, Name: name}
+				}
+			},
+			"result",
+		),
+	)
+
+	expected := []State3{
+		{X: 5, Double: 10, Name: "result"},
+		{X: 10, Double: 20, Name: "result"},
+	}
 	assert.Equal(t, expected, result)
 }

v2/array/coverage.out

@@ -0,0 +1,137 @@
+mode: set
+github.com/IBM/fp-go/v2/array/any.go:34.65,36.2 1 1
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v2/array/generic/array.go

@@ -21,7 +21,7 @@ import (
 	FC "github.com/IBM/fp-go/v2/internal/functor"
 	M "github.com/IBM/fp-go/v2/monoid"
 	O "github.com/IBM/fp-go/v2/option"
-	"github.com/IBM/fp-go/v2/tuple"
+	"github.com/IBM/fp-go/v2/pair"
 )
 
 // Of constructs a single element array
@@ -215,7 +215,7 @@ func Filter[AS ~[]A, PRED ~func(A) bool, A any](pred PRED) func(AS) AS {
 	return FilterWithIndex[AS](F.Ignore1of2[int](pred))
 }
 
-func FilterChain[GA ~[]A, GB ~[]B, A, B any](f func(a A) O.Option[GB]) func(GA) GB {
+func ChainOptionK[GA ~[]A, GB ~[]B, A, B any](f func(a A) O.Option[GB]) func(GA) GB {
 	return F.Flow2(
 		FilterMap[GA, []GB](f),
 		Flatten[[]GB],
@@ -234,7 +234,7 @@ func FilterMapWithIndex[GA ~[]A, GB ~[]B, A, B any](f func(int, A) O.Option[B])
 	return F.Bind2nd(MonadFilterMapWithIndex[GA, GB, A, B], f)
 }
 
-func MonadPartition[GA ~[]A, A any](as GA, pred func(A) bool) tuple.Tuple2[GA, GA] {
+func MonadPartition[GA ~[]A, A any](as GA, pred func(A) bool) pair.Pair[GA, GA] {
 	left := Empty[GA]()
 	right := Empty[GA]()
 	array.Reduce(as, func(c bool, a A) bool {
@@ -246,10 +246,10 @@ func MonadPartition[GA ~[]A, A any](as GA, pred func(A) bool) tuple.Tuple2[GA, G
 		return c
 	}, true)
 	// returns the partition
-	return tuple.MakeTuple2(left, right)
+	return pair.MakePair(left, right)
 }
 
-func Partition[GA ~[]A, A any](pred func(A) bool) func(GA) tuple.Tuple2[GA, GA] {
+func Partition[GA ~[]A, A any](pred func(A) bool) func(GA) pair.Pair[GA, GA] {
 	return F.Bind2nd(MonadPartition[GA, A], pred)
 }
 
@@ -375,3 +375,102 @@ func Prepend[ENDO ~func(AS) AS, AS []A, A any](head A) ENDO {
 func Reverse[GT ~[]T, T any](as GT) GT {
 	return array.Reverse(as)
 }
+
+// Extract returns the first element of an array, or a zero value if empty.
+// This is the comonad extract operation for arrays.
+//
+// Extract is the dual of the monadic return/of operation. While Of wraps a value
+// in a context, Extract unwraps a value from its context.
+//
+// Type Parameters:
+//   - GA: The array type constraint
+//   - A: The type of elements in the array
+//
+// Parameters:
+//   - as: The input array
+//
+// Returns:
+//   - The first element if the array is non-empty, otherwise the zero value of type A
+//
+// Behavior:
+//   - Returns as[0] if the array has at least one element
+//   - Returns the zero value of A if the array is empty
+//   - Does not modify the input array
+//
+// Example:
+//
+//	result := Extract([]int{1, 2, 3})
+//	// result: 1
+//
+// Example with empty array:
+//
+//	result := Extract([]int{})
+//	// result: 0 (zero value for int)
+//
+// Comonad laws:
+//   - Extract ∘ Of == Identity (extracting from a singleton returns the value)
+//   - Extract ∘ Extend(f) == f (extract after extend equals applying f)
+//
+//go:inline
+func Extract[GA ~[]A, A any](as GA) A {
+	if len(as) > 0 {
+		return as[0]
+	}
+	var zero A
+	return zero
+}
+
+// Extend applies a function to every suffix of an array, creating a new array of results.
+// This is the comonad extend operation for arrays.
+//
+// The function f is applied to progressively smaller suffixes of the input array:
+//   - f(as[0:]) for the first element
+//   - f(as[1:]) for the second element
+//   - f(as[2:]) for the third element
+//   - and so on...
+//
+// Type Parameters:
+//   - GA: The input array type constraint
+//   - GB: The output array type constraint
+//   - A: The type of elements in the input array
+//   - B: The type of elements in the output array
+//
+// Parameters:
+//   - f: A function that takes an array suffix and returns a value
+//
+// Returns:
+//   - A function that transforms an array of A into an array of B
+//
+// Behavior:
+//   - Creates a new array with the same length as the input
+//   - For each position i, applies f to the suffix starting at i
+//   - Returns an empty array if the input is empty
+//
+// Example:
+//
+//	// Sum all elements from current position to end
+//	sumSuffix := Extend[[]int, []int](func(as []int) int {
+//	    return MonadReduce(as, func(acc, x int) int { return acc + x }, 0)
+//	})
+//	result := sumSuffix([]int{1, 2, 3, 4})
+//	// result: []int{10, 9, 7, 4}
+//	// Explanation: [1+2+3+4, 2+3+4, 3+4, 4]
+//
+// Example with length:
+//
+//	// Get remaining length at each position
+//	lengths := Extend[[]int, []int](Size[[]int, int])
+//	result := lengths([]int{10, 20, 30})
+//	// result: []int{3, 2, 1}
+//
+// Comonad laws:
+//   - Left identity: Extend(Extract) == Identity
+//   - Right identity: Extract ∘ Extend(f) == f
+//   - Associativity: Extend(f) ∘ Extend(g) == Extend(f ∘ Extend(g))
+//
+//go:inline
+func Extend[GA ~[]A, GB ~[]B, A, B any](f func(GA) B) func(GA) GB {
+	return func(as GA) GB {
+		return MakeBy[GB](len(as), func(i int) B { return f(as[i:]) })
+	}
+}

v2/array/generic/array_test.go

@@ -0,0 +1,298 @@
+// Copyright (c) 2023 - 2025 IBM Corp.
+// All rights reserved.
+//
+// Licensed under the Apache License, Version 2.0 (the "License");
+// you may not use this file except in compliance with the License.
+// You may obtain a copy of the License at
+//
+// http://www.apache.org/licenses/LICENSE-2.0
+//
+// Unless required by applicable law or agreed to in writing, software
+// distributed under the License is distributed on an "AS IS" BASIS,
+// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+// See the License for the specific language governing permissions and
+// limitations under the License.
+
+package generic
+
+import (
+	"testing"
+
+	F "github.com/IBM/fp-go/v2/function"
+	"github.com/stretchr/testify/assert"
+)
+
+// TestExtract tests the Extract function
+func TestExtract(t *testing.T) {
+	t.Run("Extract from non-empty array", func(t *testing.T) {
+		input := []int{1, 2, 3, 4, 5}
+		result := Extract(input)
+		assert.Equal(t, 1, result)
+	})
+
+	t.Run("Extract from single element array", func(t *testing.T) {
+		input := []string{"hello"}
+		result := Extract(input)
+		assert.Equal(t, "hello", result)
+	})
+
+	t.Run("Extract from empty array returns zero value", func(t *testing.T) {
+		input := []int{}
+		result := Extract(input)
+		assert.Equal(t, 0, result)
+	})
+
+	t.Run("Extract from empty string array returns empty string", func(t *testing.T) {
+		input := []string{}
+		result := Extract(input)
+		assert.Equal(t, "", result)
+	})
+
+	t.Run("Extract does not modify original array", func(t *testing.T) {
+		original := []int{1, 2, 3}
+		originalCopy := []int{1, 2, 3}
+		_ = Extract(original)
+		assert.Equal(t, originalCopy, original)
+	})
+
+	t.Run("Extract with floats", func(t *testing.T) {
+		input := []float64{3.14, 2.71, 1.41}
+		result := Extract(input)
+		assert.Equal(t, 3.14, result)
+	})
+
+	t.Run("Extract with custom slice type", func(t *testing.T) {
+		type IntSlice []int
+		input := IntSlice{10, 20, 30}
+		result := Extract(input)
+		assert.Equal(t, 10, result)
+	})
+}
+
+// TestExtractComonadLaws tests comonad laws for Extract
+func TestExtractComonadLaws(t *testing.T) {
+	t.Run("Extract ∘ Of == Identity", func(t *testing.T) {
+		value := 42
+		result := Extract(Of[[]int](value))
+		assert.Equal(t, value, result)
+	})
+
+	t.Run("Extract ∘ Extend(f) == f", func(t *testing.T) {
+		input := []int{1, 2, 3, 4}
+		f := func(as []int) int {
+			return MonadReduce(as, func(acc, x int) int { return acc + x }, 0)
+		}
+
+		// Extract(Extend(f)(input)) should equal f(input)
+		extended := Extend[[]int, []int](f)(input)
+		result := Extract(extended)
+		expected := f(input)
+
+		assert.Equal(t, expected, result)
+	})
+}
+
+// TestExtend tests the Extend function
+func TestExtend(t *testing.T) {
+	t.Run("Extend with sum of suffixes", func(t *testing.T) {
+		input := []int{1, 2, 3, 4}
+		sumSuffix := Extend[[]int, []int](func(as []int) int {
+			return MonadReduce(as, func(acc, x int) int { return acc + x }, 0)
+		})
+		result := sumSuffix(input)
+		expected := []int{10, 9, 7, 4} // [1+2+3+4, 2+3+4, 3+4, 4]
+		assert.Equal(t, expected, result)
+	})
+
+	t.Run("Extend with length of suffixes", func(t *testing.T) {
+		input := []int{10, 20, 30}
+		lengths := Extend[[]int, []int](Size[[]int, int])
+		result := lengths(input)
+		expected := []int{3, 2, 1}
+		assert.Equal(t, expected, result)
+	})
+
+	t.Run("Extend with head extraction", func(t *testing.T) {
+		input := []int{1, 2, 3}
+		duplicate := Extend[[]int, []int](Extract[[]int, int])
+		result := duplicate(input)
+		expected := []int{1, 2, 3}
+		assert.Equal(t, expected, result)
+	})
+
+	t.Run("Extend with empty array", func(t *testing.T) {
+		input := []int{}
+		result := Extend[[]int, []int](Size[[]int, int])(input)
+		assert.Equal(t, []int{}, result)
+	})
+
+	t.Run("Extend with single element", func(t *testing.T) {
+		input := []string{"hello"}
+		result := Extend[[]string, []int](func(as []string) int { return len(as) })(input)
+		expected := []int{1}
+		assert.Equal(t, expected, result)
+	})
+
+	t.Run("Extend does not modify original array", func(t *testing.T) {
+		original := []int{1, 2, 3}
+		originalCopy := []int{1, 2, 3}
+		_ = Extend[[]int, []int](Size[[]int, int])(original)
+		assert.Equal(t, originalCopy, original)
+	})
+
+	t.Run("Extend with string concatenation", func(t *testing.T) {
+		input := []string{"a", "b", "c"}
+		concat := Extend[[]string, []string](func(as []string) string {
+			return MonadReduce(as, func(acc, s string) string { return acc + s }, "")
+		})
+		result := concat(input)
+		expected := []string{"abc", "bc", "c"}
+		assert.Equal(t, expected, result)
+	})
+
+	t.Run("Extend with custom slice types", func(t *testing.T) {
+		type IntSlice []int
+		type ResultSlice []int
+		input := IntSlice{1, 2, 3}
+		sumSuffix := Extend[IntSlice, ResultSlice](func(as IntSlice) int {
+			return MonadReduce(as, func(acc, x int) int { return acc + x }, 0)
+		})
+		result := sumSuffix(input)
+		expected := ResultSlice{6, 5, 3}
+		assert.Equal(t, expected, result)
+	})
+}
+
+// TestExtendComonadLaws tests comonad laws for Extend
+func TestExtendComonadLaws(t *testing.T) {
+	t.Run("Left identity: Extend(Extract) == Identity", func(t *testing.T) {
+		input := []int{1, 2, 3, 4, 5}
+		result := Extend[[]int, []int](Extract[[]int, int])(input)
+		assert.Equal(t, input, result)
+	})
+
+	t.Run("Right identity: Extract ∘ Extend(f) == f", func(t *testing.T) {
+		input := []int{1, 2, 3, 4}
+		f := func(as []int) int {
+			return MonadReduce(as, func(acc, x int) int { return acc + x }, 0)
+		}
+
+		// Extract(Extend(f)(input)) should equal f(input)
+		result := F.Pipe2(input, Extend[[]int, []int](f), Extract[[]int, int])
+		expected := f(input)
+
+		assert.Equal(t, expected, result)
+	})
+
+	t.Run("Associativity: Extend(f) ∘ Extend(g) == Extend(f ∘ Extend(g))", func(t *testing.T) {
+		input := []int{1, 2, 3}
+
+		// f: sum of array
+		f := func(as []int) int {
+			return MonadReduce(as, func(acc, x int) int { return acc + x }, 0)
+		}
+
+		// g: length of array
+		g := func(as []int) int {
+			return len(as)
+		}
+
+		// Left side: Extend(f) ∘ Extend(g)
+		left := F.Pipe2(input, Extend[[]int, []int](g), Extend[[]int, []int](f))
+
+		// Right side: Extend(f ∘ Extend(g))
+		right := Extend[[]int, []int](func(as []int) int {
+			return f(Extend[[]int, []int](g)(as))
+		})(input)
+
+		assert.Equal(t, left, right)
+	})
+}
+
+// TestExtendComposition tests Extend with other array operations
+func TestExtendComposition(t *testing.T) {
+	t.Run("Extend after Map", func(t *testing.T) {
+		input := []int{1, 2, 3}
+		result := F.Pipe2(
+			input,
+			Map[[]int, []int](func(x int) int { return x * 2 }),
+			Extend[[]int, []int](func(as []int) int {
+				return MonadReduce(as, func(acc, x int) int { return acc + x }, 0)
+			}),
+		)
+		expected := []int{12, 10, 6} // [2+4+6, 4+6, 6]
+		assert.Equal(t, expected, result)
+	})
+
+	t.Run("Map after Extend", func(t *testing.T) {
+		input := []int{1, 2, 3}
+		result := F.Pipe2(
+			input,
+			Extend[[]int, []int](Size[[]int, int]),
+			Map[[]int, []int](func(x int) int { return x * 10 }),
+		)
+		expected := []int{30, 20, 10}
+		assert.Equal(t, expected, result)
+	})
+
+	t.Run("Extend with Filter", func(t *testing.T) {
+		input := []int{1, 2, 3, 4, 5, 6}
+		result := F.Pipe2(
+			input,
+			Filter[[]int](func(n int) bool { return n%2 == 0 }),
+			Extend[[]int, []int](Size[[]int, int]),
+		)
+		expected := []int{3, 2, 1} // lengths of [2,4,6], [4,6], [6]
+		assert.Equal(t, expected, result)
+	})
+}
+
+// TestExtendUseCases demonstrates practical use cases for Extend
+func TestExtendUseCases(t *testing.T) {
+	t.Run("Running sum (cumulative sum from each position)", func(t *testing.T) {
+		input := []int{1, 2, 3, 4, 5}
+		runningSum := Extend[[]int, []int](func(as []int) int {
+			return MonadReduce(as, func(acc, x int) int { return acc + x }, 0)
+		})
+		result := runningSum(input)
+		expected := []int{15, 14, 12, 9, 5}
+		assert.Equal(t, expected, result)
+	})
+
+	t.Run("Sliding window average", func(t *testing.T) {
+		input := []float64{1.0, 2.0, 3.0, 4.0, 5.0}
+		windowAvg := Extend[[]float64, []float64](func(as []float64) float64 {
+			if len(as) == 0 {
+				return 0
+			}
+			sum := MonadReduce(as, func(acc, x float64) float64 { return acc + x }, 0.0)
+			return sum / float64(len(as))
+		})
+		result := windowAvg(input)
+		expected := []float64{3.0, 3.5, 4.0, 4.5, 5.0}
+		assert.Equal(t, expected, result)
+	})
+
+	t.Run("Check if suffix is sorted", func(t *testing.T) {
+		input := []int{1, 2, 3, 2, 1}
+		isSorted := Extend[[]int, []bool](func(as []int) bool {
+			for i := 1; i < len(as); i++ {
+				if as[i] < as[i-1] {
+					return false
+				}
+			}
+			return true
+		})
+		result := isSorted(input)
+		expected := []bool{false, false, false, false, true}
+		assert.Equal(t, expected, result)
+	})
+
+	t.Run("Count remaining elements", func(t *testing.T) {
+		events := []string{"start", "middle", "end"}
+		remaining := Extend[[]string, []int](Size[[]string, string])
+		result := remaining(events)
+		expected := []int{3, 2, 1}
+		assert.Equal(t, expected, result)
+	})
+}

v2/array/generic/zip.go

@@ -18,7 +18,7 @@ package generic
 import (
 	F "github.com/IBM/fp-go/v2/function"
 	N "github.com/IBM/fp-go/v2/number"
-	T "github.com/IBM/fp-go/v2/tuple"
+	"github.com/IBM/fp-go/v2/pair"
 )
 
 // ZipWith applies a function to pairs of elements at the same index in two arrays, collecting the results in a new array. If one
@@ -34,19 +34,19 @@ func ZipWith[AS ~[]A, BS ~[]B, CS ~[]C, FCT ~func(A, B) C, A, B, C any](fa AS, f
 
 // Zip takes two arrays and returns an array of corresponding pairs. If one input array is short, excess elements of the
 // longer array are discarded
-func Zip[AS ~[]A, BS ~[]B, CS ~[]T.Tuple2[A, B], A, B any](fb BS) func(AS) CS {
-	return F.Bind23of3(ZipWith[AS, BS, CS, func(A, B) T.Tuple2[A, B]])(fb, T.MakeTuple2[A, B])
+func Zip[AS ~[]A, BS ~[]B, CS ~[]pair.Pair[A, B], A, B any](fb BS) func(AS) CS {
+	return F.Bind23of3(ZipWith[AS, BS, CS, func(A, B) pair.Pair[A, B]])(fb, pair.MakePair[A, B])
 }
 
 // Unzip is the function is reverse of [Zip]. Takes an array of pairs and return two corresponding arrays
-func Unzip[AS ~[]A, BS ~[]B, CS ~[]T.Tuple2[A, B], A, B any](cs CS) T.Tuple2[AS, BS] {
+func Unzip[AS ~[]A, BS ~[]B, CS ~[]pair.Pair[A, B], A, B any](cs CS) pair.Pair[AS, BS] {
 	l := len(cs)
 	as := make(AS, l)
 	bs := make(BS, l)
 	for i := range l {
 		t := cs[i]
-		as[i] = t.F1
-		bs[i] = t.F2
+		as[i] = pair.Head(t)
+		bs[i] = pair.Tail(t)
 	}
-	return T.MakeTuple2(as, bs)
+	return pair.MakePair(as, bs)
 }

v2/array/nonempty/array.go

@@ -23,12 +23,45 @@ import (
 	S "github.com/IBM/fp-go/v2/semigroup"
 )
 
-// Of constructs a single element array
+// Of constructs a single element NonEmptyArray.
+// This is the simplest way to create a NonEmptyArray with exactly one element.
+//
+// Type Parameters:
+//   - A: The element type
+//
+// Parameters:
+//   - first: The single element to include in the array
+//
+// Returns:
+//   - NonEmptyArray[A]: A NonEmptyArray containing only the provided element
+//
+// Example:
+//
+//	arr := Of(42)           // NonEmptyArray[int]{42}
+//	str := Of("hello")      // NonEmptyArray[string]{"hello"}
 func Of[A any](first A) NonEmptyArray[A] {
 	return G.Of[NonEmptyArray[A]](first)
 }
 
-// From constructs a [NonEmptyArray] from a set of variadic arguments
+// From constructs a NonEmptyArray from a set of variadic arguments.
+// The first argument is required to ensure the array is non-empty, and additional
+// elements can be provided as variadic arguments.
+//
+// Type Parameters:
+//   - A: The element type
+//
+// Parameters:
+//   - first: The first element (required to ensure non-emptiness)
+//   - data: Additional elements (optional)
+//
+// Returns:
+//   - NonEmptyArray[A]: A NonEmptyArray containing all provided elements
+//
+// Example:
+//
+//	arr1 := From(1)              // NonEmptyArray[int]{1}
+//	arr2 := From(1, 2, 3)        // NonEmptyArray[int]{1, 2, 3}
+//	arr3 := From("a", "b", "c")  // NonEmptyArray[string]{"a", "b", "c"}
 func From[A any](first A, data ...A) NonEmptyArray[A] {
 	count := len(data)
 	if count == 0 {
@@ -41,79 +74,358 @@ func From[A any](first A, data ...A) NonEmptyArray[A] {
 	return buffer
 }
 
+// IsEmpty always returns false for NonEmptyArray since it's guaranteed to have at least one element.
+// This function exists for API consistency with regular arrays.
+//
+// Type Parameters:
+//   - A: The element type
+//
+// Parameters:
+//   - _: The NonEmptyArray (unused, as the result is always false)
+//
+// Returns:
+//   - bool: Always false
+//
 //go:inline
 func IsEmpty[A any](_ NonEmptyArray[A]) bool {
 	return false
 }
 
+// IsNonEmpty always returns true for NonEmptyArray since it's guaranteed to have at least one element.
+// This function exists for API consistency with regular arrays.
+//
+// Type Parameters:
+//   - A: The element type
+//
+// Parameters:
+//   - _: The NonEmptyArray (unused, as the result is always true)
+//
+// Returns:
+//   - bool: Always true
+//
 //go:inline
 func IsNonEmpty[A any](_ NonEmptyArray[A]) bool {
 	return true
 }
 
+// MonadMap applies a function to each element of a NonEmptyArray, returning a new NonEmptyArray with the results.
+// This is the monadic version of Map that takes the array as the first parameter.
+//
+// Type Parameters:
+//   - A: The input element type
+//   - B: The output element type
+//
+// Parameters:
+//   - as: The input NonEmptyArray
+//   - f: The function to apply to each element
+//
+// Returns:
+//   - NonEmptyArray[B]: A new NonEmptyArray with the transformed elements
+//
+// Example:
+//
+//	arr := From(1, 2, 3)
+//	doubled := MonadMap(arr, func(x int) int { return x * 2 })  // NonEmptyArray[int]{2, 4, 6}
+//
 //go:inline
 func MonadMap[A, B any](as NonEmptyArray[A], f func(a A) B) NonEmptyArray[B] {
 	return G.MonadMap[NonEmptyArray[A], NonEmptyArray[B]](as, f)
 }
 
+// Map applies a function to each element of a NonEmptyArray, returning a new NonEmptyArray with the results.
+// This is the curried version that returns a function.
+//
+// Type Parameters:
+//   - A: The input element type
+//   - B: The output element type
+//
+// Parameters:
+//   - f: The function to apply to each element
+//
+// Returns:
+//   - Operator[A, B]: A function that transforms NonEmptyArray[A] to NonEmptyArray[B]
+//
+// Example:
+//
+//	double := Map(func(x int) int { return x * 2 })
+//	result := double(From(1, 2, 3))  // NonEmptyArray[int]{2, 4, 6}
+//
 //go:inline
 func Map[A, B any](f func(a A) B) Operator[A, B] {
 	return G.Map[NonEmptyArray[A], NonEmptyArray[B]](f)
 }
 
+// Reduce applies a function to each element of a NonEmptyArray from left to right,
+// accumulating a result starting from an initial value.
+//
+// Type Parameters:
+//   - A: The element type of the array
+//   - B: The accumulator type
+//
+// Parameters:
+//   - f: The reducer function that takes (accumulator, element) and returns a new accumulator
+//   - initial: The initial value for the accumulator
+//
+// Returns:
+//   - func(NonEmptyArray[A]) B: A function that reduces the array to a single value
+//
+// Example:
+//
+//	sum := Reduce(func(acc int, x int) int { return acc + x }, 0)
+//	result := sum(From(1, 2, 3, 4))  // 10
+//
+//	concat := Reduce(func(acc string, x string) string { return acc + x }, "")
+//	result := concat(From("a", "b", "c"))  // "abc"
 func Reduce[A, B any](f func(B, A) B, initial B) func(NonEmptyArray[A]) B {
 	return func(as NonEmptyArray[A]) B {
 		return array.Reduce(as, f, initial)
 	}
 }
 
+// ReduceRight applies a function to each element of a NonEmptyArray from right to left,
+// accumulating a result starting from an initial value.
+//
+// Type Parameters:
+//   - A: The element type of the array
+//   - B: The accumulator type
+//
+// Parameters:
+//   - f: The reducer function that takes (element, accumulator) and returns a new accumulator
+//   - initial: The initial value for the accumulator
+//
+// Returns:
+//   - func(NonEmptyArray[A]) B: A function that reduces the array to a single value
+//
+// Example:
+//
+//	concat := ReduceRight(func(x string, acc string) string { return acc + x }, "")
+//	result := concat(From("a", "b", "c"))  // "cba"
 func ReduceRight[A, B any](f func(A, B) B, initial B) func(NonEmptyArray[A]) B {
 	return func(as NonEmptyArray[A]) B {
 		return array.ReduceRight(as, f, initial)
 	}
 }
 
+// Tail returns all elements of a NonEmptyArray except the first one.
+// Returns an empty slice if the array has only one element.
+//
+// Type Parameters:
+//   - A: The element type
+//
+// Parameters:
+//   - as: The input NonEmptyArray
+//
+// Returns:
+//   - []A: A slice containing all elements except the first (may be empty)
+//
+// Example:
+//
+//	arr := From(1, 2, 3, 4)
+//	tail := Tail(arr)  // []int{2, 3, 4}
+//
+//	single := From(1)
+//	tail := Tail(single)  // []int{}
+//
 //go:inline
 func Tail[A any](as NonEmptyArray[A]) []A {
 	return as[1:]
 }
 
+// Head returns the first element of a NonEmptyArray.
+// This operation is always safe since NonEmptyArray is guaranteed to have at least one element.
+//
+// Type Parameters:
+//   - A: The element type
+//
+// Parameters:
+//   - as: The input NonEmptyArray
+//
+// Returns:
+//   - A: The first element
+//
+// Example:
+//
+//	arr := From(1, 2, 3)
+//	first := Head(arr)  // 1
+//
 //go:inline
 func Head[A any](as NonEmptyArray[A]) A {
 	return as[0]
 }
 
+// First returns the first element of a NonEmptyArray.
+// This is an alias for Head.
+//
+// Type Parameters:
+//   - A: The element type
+//
+// Parameters:
+//   - as: The input NonEmptyArray
+//
+// Returns:
+//   - A: The first element
+//
+// Example:
+//
+//	arr := From(1, 2, 3)
+//	first := First(arr)  // 1
+//
 //go:inline
 func First[A any](as NonEmptyArray[A]) A {
 	return as[0]
 }
 
+// Last returns the last element of a NonEmptyArray.
+// This operation is always safe since NonEmptyArray is guaranteed to have at least one element.
+//
+// Type Parameters:
+//   - A: The element type
+//
+// Parameters:
+//   - as: The input NonEmptyArray
+//
+// Returns:
+//   - A: The last element
+//
+// Example:
+//
+//	arr := From(1, 2, 3)
+//	last := Last(arr)  // 3
+//
 //go:inline
 func Last[A any](as NonEmptyArray[A]) A {
 	return as[len(as)-1]
 }
 
+// Size returns the number of elements in a NonEmptyArray.
+// The result is always at least 1.
+//
+// Type Parameters:
+//   - A: The element type
+//
+// Parameters:
+//   - as: The input NonEmptyArray
+//
+// Returns:
+//   - int: The number of elements (always >= 1)
+//
+// Example:
+//
+//	arr := From(1, 2, 3)
+//	size := Size(arr)  // 3
+//
 //go:inline
 func Size[A any](as NonEmptyArray[A]) int {
 	return G.Size(as)
 }
 
+// Flatten flattens a NonEmptyArray of NonEmptyArrays into a single NonEmptyArray.
+// This operation concatenates all inner arrays into one.
+//
+// Type Parameters:
+//   - A: The element type
+//
+// Parameters:
+//   - mma: A NonEmptyArray of NonEmptyArrays
+//
+// Returns:
+//   - NonEmptyArray[A]: A flattened NonEmptyArray containing all elements
+//
+// Example:
+//
+//	nested := From(From(1, 2), From(3, 4), From(5))
+//	flat := Flatten(nested)  // NonEmptyArray[int]{1, 2, 3, 4, 5}
 func Flatten[A any](mma NonEmptyArray[NonEmptyArray[A]]) NonEmptyArray[A] {
 	return G.Flatten(mma)
 }
 
+// MonadChain applies a function that returns a NonEmptyArray to each element and flattens the results.
+// This is the monadic bind operation (flatMap) that takes the array as the first parameter.
+//
+// Type Parameters:
+//   - A: The input element type
+//   - B: The output element type
+//
+// Parameters:
+//   - fa: The input NonEmptyArray
+//   - f: A function that takes an element and returns a NonEmptyArray
+//
+// Returns:
+//   - NonEmptyArray[B]: The flattened result
+//
+// Example:
+//
+//	arr := From(1, 2, 3)
+//	result := MonadChain(arr, func(x int) NonEmptyArray[int] {
+//	    return From(x, x*10)
+//	})  // NonEmptyArray[int]{1, 10, 2, 20, 3, 30}
 func MonadChain[A, B any](fa NonEmptyArray[A], f Kleisli[A, B]) NonEmptyArray[B] {
 	return G.MonadChain(fa, f)
 }
 
+// Chain applies a function that returns a NonEmptyArray to each element and flattens the results.
+// This is the curried version of MonadChain.
+//
+// Type Parameters:
+//   - A: The input element type
+//   - B: The output element type
+//
+// Parameters:
+//   - f: A function that takes an element and returns a NonEmptyArray
+//
+// Returns:
+//   - Operator[A, B]: A function that transforms NonEmptyArray[A] to NonEmptyArray[B]
+//
+// Example:
+//
+//	duplicate := Chain(func(x int) NonEmptyArray[int] { return From(x, x) })
+//	result := duplicate(From(1, 2, 3))  // NonEmptyArray[int]{1, 1, 2, 2, 3, 3}
 func Chain[A, B any](f func(A) NonEmptyArray[B]) Operator[A, B] {
 	return G.Chain[NonEmptyArray[A]](f)
 }
 
+// MonadAp applies a NonEmptyArray of functions to a NonEmptyArray of values.
+// Each function is applied to each value, producing a cartesian product of results.
+//
+// Type Parameters:
+//   - B: The output element type
+//   - A: The input element type
+//
+// Parameters:
+//   - fab: A NonEmptyArray of functions
+//   - fa: A NonEmptyArray of values
+//
+// Returns:
+//   - NonEmptyArray[B]: The result of applying all functions to all values
+//
+// Example:
+//
+//	fns := From(func(x int) int { return x * 2 }, func(x int) int { return x + 10 })
+//	vals := From(1, 2)
+//	result := MonadAp(fns, vals)  // NonEmptyArray[int]{2, 4, 11, 12}
 func MonadAp[B, A any](fab NonEmptyArray[func(A) B], fa NonEmptyArray[A]) NonEmptyArray[B] {
 	return G.MonadAp[NonEmptyArray[B]](fab, fa)
 }
 
+// Ap applies a NonEmptyArray of functions to a NonEmptyArray of values.
+// This is the curried version of MonadAp.
+//
+// Type Parameters:
+//   - B: The output element type
+//   - A: The input element type
+//
+// Parameters:
+//   - fa: A NonEmptyArray of values
+//
+// Returns:
+//   - func(NonEmptyArray[func(A) B]) NonEmptyArray[B]: A function that applies functions to the values
+//
+// Example:
+//
+//	vals := From(1, 2)
+//	applyTo := Ap[int](vals)
+//	fns := From(func(x int) int { return x * 2 }, func(x int) int { return x + 10 })
+//	result := applyTo(fns)  // NonEmptyArray[int]{2, 4, 11, 12}
 func Ap[B, A any](fa NonEmptyArray[A]) func(NonEmptyArray[func(A) B]) NonEmptyArray[B] {
 	return G.Ap[NonEmptyArray[B], NonEmptyArray[func(A) B]](fa)
 }
@@ -136,7 +448,23 @@ func Fold[A any](s S.Semigroup[A]) func(NonEmptyArray[A]) A {
 	}
 }
 
-// Prepend prepends a single value to an array
+// Prepend prepends a single value to the beginning of a NonEmptyArray.
+// Returns a new NonEmptyArray with the value at the front.
+//
+// Type Parameters:
+//   - A: The element type
+//
+// Parameters:
+//   - head: The value to prepend
+//
+// Returns:
+//   - EM.Endomorphism[NonEmptyArray[A]]: A function that prepends the value to a NonEmptyArray
+//
+// Example:
+//
+//	arr := From(2, 3, 4)
+//	prepend1 := Prepend(1)
+//	result := prepend1(arr)  // NonEmptyArray[int]{1, 2, 3, 4}
 func Prepend[A any](head A) EM.Endomorphism[NonEmptyArray[A]] {
 	return array.Prepend[EM.Endomorphism[NonEmptyArray[A]]](head)
 }
@@ -226,3 +554,59 @@ func ToNonEmptyArray[A any](as []A) Option[NonEmptyArray[A]] {
 	}
 	return option.Some(NonEmptyArray[A](as))
 }
+
+// Extract returns the first element of a NonEmptyArray.
+// This is an alias for Head and is part of the Comonad interface.
+//
+// Type Parameters:
+//   - A: The element type
+//
+// Parameters:
+//   - as: The input NonEmptyArray
+//
+// Returns:
+//   - A: The first element
+//
+// Example:
+//
+//	arr := From(1, 2, 3)
+//	first := Extract(arr)  // 1
+//
+//go:inline
+func Extract[A any](as NonEmptyArray[A]) A {
+	return Head(as)
+}
+
+// Extend applies a function to all suffixes of a NonEmptyArray.
+// For each position i, it applies the function to the subarray starting at position i.
+// This is part of the Comonad interface.
+//
+// Type Parameters:
+//   - A: The input element type
+//   - B: The output element type
+//
+// Parameters:
+//   - f: A function that takes a NonEmptyArray and returns a value
+//
+// Returns:
+//   - Operator[A, B]: A function that transforms NonEmptyArray[A] to NonEmptyArray[B]
+//
+// Example:
+//
+//	arr := From(1, 2, 3, 4)
+//	sumSuffix := Extend(func(xs NonEmptyArray[int]) int {
+//	    sum := 0
+//	    for _, x := range xs {
+//	        sum += x
+//	    }
+//	    return sum
+//	})
+//	result := sumSuffix(arr)  // NonEmptyArray[int]{10, 9, 7, 4}
+//	// [1,2,3,4] -> 10, [2,3,4] -> 9, [3,4] -> 7, [4] -> 4
+//
+//go:inline
+func Extend[A, B any](f func(NonEmptyArray[A]) B) Operator[A, B] {
+	return func(as NonEmptyArray[A]) NonEmptyArray[B] {
+		return G.MakeBy[NonEmptyArray[B]](len(as), func(i int) B { return f(as[i:]) })
+	}
+}

v2/array/nonempty/array_test.go

@@ -16,10 +16,13 @@
 package nonempty
 
 import (
+	"fmt"
 	"testing"
 
 	F "github.com/IBM/fp-go/v2/function"
+	N "github.com/IBM/fp-go/v2/number"
 	O "github.com/IBM/fp-go/v2/option"
+	STR "github.com/IBM/fp-go/v2/string"
 	"github.com/stretchr/testify/assert"
 )
 
@@ -368,3 +371,522 @@ func TestToNonEmptyArrayUseCases(t *testing.T) {
 		assert.Equal(t, "default", result2)
 	})
 }
+
+// TestOf tests the Of function
+func TestOf(t *testing.T) {
+	t.Run("Create single element array with int", func(t *testing.T) {
+		arr := Of(42)
+		assert.Equal(t, 1, Size(arr))
+		assert.Equal(t, 42, Head(arr))
+	})
+
+	t.Run("Create single element array with string", func(t *testing.T) {
+		arr := Of("hello")
+		assert.Equal(t, 1, Size(arr))
+		assert.Equal(t, "hello", Head(arr))
+	})
+
+	t.Run("Create single element array with struct", func(t *testing.T) {
+		type Person struct {
+			Name string
+			Age  int
+		}
+		person := Person{Name: "Alice", Age: 30}
+		arr := Of(person)
+		assert.Equal(t, 1, Size(arr))
+		assert.Equal(t, "Alice", Head(arr).Name)
+	})
+}
+
+// TestFrom tests the From function
+func TestFrom(t *testing.T) {
+	t.Run("Create array with single element", func(t *testing.T) {
+		arr := From(1)
+		assert.Equal(t, 1, Size(arr))
+		assert.Equal(t, 1, Head(arr))
+	})
+
+	t.Run("Create array with multiple elements", func(t *testing.T) {
+		arr := From(1, 2, 3, 4, 5)
+		assert.Equal(t, 5, Size(arr))
+		assert.Equal(t, 1, Head(arr))
+		assert.Equal(t, 5, Last(arr))
+	})
+
+	t.Run("Create array with strings", func(t *testing.T) {
+		arr := From("a", "b", "c")
+		assert.Equal(t, 3, Size(arr))
+		assert.Equal(t, "a", Head(arr))
+		assert.Equal(t, "c", Last(arr))
+	})
+}
+
+// TestIsEmpty tests the IsEmpty function
+func TestIsEmpty(t *testing.T) {
+	t.Run("IsEmpty always returns false", func(t *testing.T) {
+		arr := From(1, 2, 3)
+		assert.False(t, IsEmpty(arr))
+	})
+
+	t.Run("IsEmpty returns false for single element", func(t *testing.T) {
+		arr := Of(1)
+		assert.False(t, IsEmpty(arr))
+	})
+}
+
+// TestIsNonEmpty tests the IsNonEmpty function
+func TestIsNonEmpty(t *testing.T) {
+	t.Run("IsNonEmpty always returns true", func(t *testing.T) {
+		arr := From(1, 2, 3)
+		assert.True(t, IsNonEmpty(arr))
+	})
+
+	t.Run("IsNonEmpty returns true for single element", func(t *testing.T) {
+		arr := Of(1)
+		assert.True(t, IsNonEmpty(arr))
+	})
+}
+
+// TestMonadMap tests the MonadMap function
+func TestMonadMap(t *testing.T) {
+	t.Run("Map integers to doubles", func(t *testing.T) {
+		arr := From(1, 2, 3, 4)
+		result := MonadMap(arr, func(x int) int { return x * 2 })
+		assert.Equal(t, 4, Size(result))
+		assert.Equal(t, 2, Head(result))
+		assert.Equal(t, 8, Last(result))
+	})
+
+	t.Run("Map strings to lengths", func(t *testing.T) {
+		arr := From("a", "bb", "ccc")
+		result := MonadMap(arr, func(s string) int { return len(s) })
+		assert.Equal(t, 3, Size(result))
+		assert.Equal(t, 1, Head(result))
+		assert.Equal(t, 3, Last(result))
+	})
+
+	t.Run("Map single element", func(t *testing.T) {
+		arr := Of(5)
+		result := MonadMap(arr, func(x int) int { return x * 10 })
+		assert.Equal(t, 1, Size(result))
+		assert.Equal(t, 50, Head(result))
+	})
+}
+
+// TestMap tests the Map function
+func TestMap(t *testing.T) {
+	t.Run("Curried map with integers", func(t *testing.T) {
+		double := Map(func(x int) int { return x * 2 })
+		arr := From(1, 2, 3)
+		result := double(arr)
+		assert.Equal(t, 3, Size(result))
+		assert.Equal(t, 2, Head(result))
+		assert.Equal(t, 6, Last(result))
+	})
+
+	t.Run("Curried map with strings", func(t *testing.T) {
+		toUpper := Map(func(s string) string { return s + "!" })
+		arr := From("hello", "world")
+		result := toUpper(arr)
+		assert.Equal(t, 2, Size(result))
+		assert.Equal(t, "hello!", Head(result))
+		assert.Equal(t, "world!", Last(result))
+	})
+}
+
+// TestReduce tests the Reduce function
+func TestReduce(t *testing.T) {
+	t.Run("Sum integers", func(t *testing.T) {
+		sum := Reduce(func(acc int, x int) int { return acc + x }, 0)
+		arr := From(1, 2, 3, 4, 5)
+		result := sum(arr)
+		assert.Equal(t, 15, result)
+	})
+
+	t.Run("Concatenate strings", func(t *testing.T) {
+		concat := Reduce(func(acc string, x string) string { return acc + x }, "")
+		arr := From("a", "b", "c")
+		result := concat(arr)
+		assert.Equal(t, "abc", result)
+	})
+
+	t.Run("Product of numbers", func(t *testing.T) {
+		product := Reduce(func(acc int, x int) int { return acc * x }, 1)
+		arr := From(2, 3, 4)
+		result := product(arr)
+		assert.Equal(t, 24, result)
+	})
+
+	t.Run("Reduce single element", func(t *testing.T) {
+		sum := Reduce(func(acc int, x int) int { return acc + x }, 10)
+		arr := Of(5)
+		result := sum(arr)
+		assert.Equal(t, 15, result)
+	})
+}
+
+// TestReduceRight tests the ReduceRight function
+func TestReduceRight(t *testing.T) {
+	t.Run("Concatenate strings right to left", func(t *testing.T) {
+		concat := ReduceRight(func(x string, acc string) string { return acc + x }, "")
+		arr := From("a", "b", "c")
+		result := concat(arr)
+		assert.Equal(t, "cba", result)
+	})
+
+	t.Run("Build list right to left", func(t *testing.T) {
+		buildList := ReduceRight(func(x int, acc []int) []int { return append(acc, x) }, []int{})
+		arr := From(1, 2, 3)
+		result := buildList(arr)
+		assert.Equal(t, []int{3, 2, 1}, result)
+	})
+}
+
+// TestTail tests the Tail function
+func TestTail(t *testing.T) {
+	t.Run("Get tail of multi-element array", func(t *testing.T) {
+		arr := From(1, 2, 3, 4)
+		tail := Tail(arr)
+		assert.Equal(t, 3, len(tail))
+		assert.Equal(t, []int{2, 3, 4}, tail)
+	})
+
+	t.Run("Get tail of single element array", func(t *testing.T) {
+		arr := Of(1)
+		tail := Tail(arr)
+		assert.Equal(t, 0, len(tail))
+		assert.Equal(t, []int{}, tail)
+	})
+
+	t.Run("Get tail of two element array", func(t *testing.T) {
+		arr := From(1, 2)
+		tail := Tail(arr)
+		assert.Equal(t, 1, len(tail))
+		assert.Equal(t, []int{2}, tail)
+	})
+}
+
+// TestHead tests the Head function
+func TestHead(t *testing.T) {
+	t.Run("Get head of multi-element array", func(t *testing.T) {
+		arr := From(1, 2, 3)
+		head := Head(arr)
+		assert.Equal(t, 1, head)
+	})
+
+	t.Run("Get head of single element array", func(t *testing.T) {
+		arr := Of(42)
+		head := Head(arr)
+		assert.Equal(t, 42, head)
+	})
+
+	t.Run("Get head of string array", func(t *testing.T) {
+		arr := From("first", "second", "third")
+		head := Head(arr)
+		assert.Equal(t, "first", head)
+	})
+}
+
+// TestFirst tests the First function
+func TestFirst(t *testing.T) {
+	t.Run("First is alias for Head", func(t *testing.T) {
+		arr := From(1, 2, 3)
+		assert.Equal(t, Head(arr), First(arr))
+	})
+
+	t.Run("Get first element", func(t *testing.T) {
+		arr := From("a", "b", "c")
+		first := First(arr)
+		assert.Equal(t, "a", first)
+	})
+}
+
+// TestLast tests the Last function
+func TestLast(t *testing.T) {
+	t.Run("Get last of multi-element array", func(t *testing.T) {
+		arr := From(1, 2, 3, 4, 5)
+		last := Last(arr)
+		assert.Equal(t, 5, last)
+	})
+
+	t.Run("Get last of single element array", func(t *testing.T) {
+		arr := Of(42)
+		last := Last(arr)
+		assert.Equal(t, 42, last)
+	})
+
+	t.Run("Get last of string array", func(t *testing.T) {
+		arr := From("first", "second", "third")
+		last := Last(arr)
+		assert.Equal(t, "third", last)
+	})
+}
+
+// TestSize tests the Size function
+func TestSize(t *testing.T) {
+	t.Run("Size of multi-element array", func(t *testing.T) {
+		arr := From(1, 2, 3, 4, 5)
+		size := Size(arr)
+		assert.Equal(t, 5, size)
+	})
+
+	t.Run("Size of single element array", func(t *testing.T) {
+		arr := Of(1)
+		size := Size(arr)
+		assert.Equal(t, 1, size)
+	})
+
+	t.Run("Size of large array", func(t *testing.T) {
+		elements := make([]int, 1000)
+		arr := From(1, elements...)
+		size := Size(arr)
+		assert.Equal(t, 1001, size)
+	})
+}
+
+// TestFlatten tests the Flatten function
+func TestFlatten(t *testing.T) {
+	t.Run("Flatten nested arrays", func(t *testing.T) {
+		nested := From(From(1, 2), From(3, 4), From(5))
+		flat := Flatten(nested)
+		assert.Equal(t, 5, Size(flat))
+		assert.Equal(t, 1, Head(flat))
+		assert.Equal(t, 5, Last(flat))
+	})
+
+	t.Run("Flatten single nested array", func(t *testing.T) {
+		nested := Of(From(1, 2, 3))
+		flat := Flatten(nested)
+		assert.Equal(t, 3, Size(flat))
+		assert.Equal(t, []int{1, 2, 3}, []int(flat))
+	})
+
+	t.Run("Flatten arrays of different sizes", func(t *testing.T) {
+		nested := From(Of(1), From(2, 3, 4), From(5, 6))
+		flat := Flatten(nested)
+		assert.Equal(t, 6, Size(flat))
+		assert.Equal(t, []int{1, 2, 3, 4, 5, 6}, []int(flat))
+	})
+}
+
+// TestMonadChain tests the MonadChain function
+func TestMonadChain(t *testing.T) {
+	t.Run("Chain with duplication", func(t *testing.T) {
+		arr := From(1, 2, 3)
+		result := MonadChain(arr, func(x int) NonEmptyArray[int] {
+			return From(x, x*10)
+		})
+		assert.Equal(t, 6, Size(result))
+		assert.Equal(t, []int{1, 10, 2, 20, 3, 30}, []int(result))
+	})
+
+	t.Run("Chain with expansion", func(t *testing.T) {
+		arr := From(1, 2)
+		result := MonadChain(arr, func(x int) NonEmptyArray[int] {
+			return From(x, x+1, x+2)
+		})
+		assert.Equal(t, 6, Size(result))
+		assert.Equal(t, []int{1, 2, 3, 2, 3, 4}, []int(result))
+	})
+
+	t.Run("Chain single element", func(t *testing.T) {
+		arr := Of(5)
+		result := MonadChain(arr, func(x int) NonEmptyArray[int] {
+			return From(x, x*2)
+		})
+		assert.Equal(t, 2, Size(result))
+		assert.Equal(t, []int{5, 10}, []int(result))
+	})
+}
+
+// TestChain tests the Chain function
+func TestChain(t *testing.T) {
+	t.Run("Curried chain with duplication", func(t *testing.T) {
+		duplicate := Chain(func(x int) NonEmptyArray[int] {
+			return From(x, x)
+		})
+		arr := From(1, 2, 3)
+		result := duplicate(arr)
+		assert.Equal(t, 6, Size(result))
+		assert.Equal(t, []int{1, 1, 2, 2, 3, 3}, []int(result))
+	})
+
+	t.Run("Curried chain with transformation", func(t *testing.T) {
+		expand := Chain(func(x int) NonEmptyArray[string] {
+			return Of(fmt.Sprintf("%d", x))
+		})
+		arr := From(1, 2, 3)
+		result := expand(arr)
+		assert.Equal(t, 3, Size(result))
+		assert.Equal(t, "1", Head(result))
+	})
+}
+
+// TestMonadAp tests the MonadAp function
+func TestMonadAp(t *testing.T) {
+	t.Run("Apply functions to values", func(t *testing.T) {
+		fns := From(
+			func(x int) int { return x * 2 },
+			func(x int) int { return x + 10 },
+		)
+		vals := From(1, 2)
+		result := MonadAp(fns, vals)
+		assert.Equal(t, 4, Size(result))
+		assert.Equal(t, []int{2, 4, 11, 12}, []int(result))
+	})
+
+	t.Run("Apply single function to multiple values", func(t *testing.T) {
+		fns := Of(func(x int) int { return x * 3 })
+		vals := From(1, 2, 3)
+		result := MonadAp(fns, vals)
+		assert.Equal(t, 3, Size(result))
+		assert.Equal(t, []int{3, 6, 9}, []int(result))
+	})
+}
+
+// TestAp tests the Ap function
+func TestAp(t *testing.T) {
+	t.Run("Curried apply", func(t *testing.T) {
+		vals := From(1, 2)
+		applyTo := Ap[int](vals)
+		fns := From(
+			func(x int) int { return x * 2 },
+			func(x int) int { return x + 10 },
+		)
+		result := applyTo(fns)
+		assert.Equal(t, 4, Size(result))
+		assert.Equal(t, []int{2, 4, 11, 12}, []int(result))
+	})
+}
+
+// TestFoldMap tests the FoldMap function
+func TestFoldMap(t *testing.T) {
+	t.Run("FoldMap with sum semigroup", func(t *testing.T) {
+		sumSemigroup := N.SemigroupSum[int]()
+		arr := From(1, 2, 3, 4)
+		result := FoldMap[int](sumSemigroup)(func(x int) int { return x * 2 })(arr)
+		assert.Equal(t, 20, result) // (1*2) + (2*2) + (3*2) + (4*2) = 20
+	})
+
+	t.Run("FoldMap with string concatenation", func(t *testing.T) {
+		concatSemigroup := STR.Semigroup
+		arr := From(1, 2, 3)
+		result := FoldMap[int](concatSemigroup)(func(x int) string { return fmt.Sprintf("%d", x) })(arr)
+		assert.Equal(t, "123", result)
+	})
+}
+
+// TestFold tests the Fold function
+func TestFold(t *testing.T) {
+	t.Run("Fold with sum semigroup", func(t *testing.T) {
+		sumSemigroup := N.SemigroupSum[int]()
+		arr := From(1, 2, 3, 4, 5)
+		result := Fold(sumSemigroup)(arr)
+		assert.Equal(t, 15, result)
+	})
+
+	t.Run("Fold with string concatenation", func(t *testing.T) {
+		concatSemigroup := STR.Semigroup
+		arr := From("a", "b", "c")
+		result := Fold(concatSemigroup)(arr)
+		assert.Equal(t, "abc", result)
+	})
+
+	t.Run("Fold single element", func(t *testing.T) {
+		sumSemigroup := N.SemigroupSum[int]()
+		arr := Of(42)
+		result := Fold(sumSemigroup)(arr)
+		assert.Equal(t, 42, result)
+	})
+}
+
+// TestPrepend tests the Prepend function
+func TestPrepend(t *testing.T) {
+	t.Run("Prepend to multi-element array", func(t *testing.T) {
+		arr := From(2, 3, 4)
+		prepend1 := Prepend(1)
+		result := prepend1(arr)
+		assert.Equal(t, 4, Size(result))
+		assert.Equal(t, 1, Head(result))
+		assert.Equal(t, 4, Last(result))
+	})
+
+	t.Run("Prepend to single element array", func(t *testing.T) {
+		arr := Of(2)
+		prepend1 := Prepend(1)
+		result := prepend1(arr)
+		assert.Equal(t, 2, Size(result))
+		assert.Equal(t, []int{1, 2}, []int(result))
+	})
+
+	t.Run("Prepend string", func(t *testing.T) {
+		arr := From("world")
+		prependHello := Prepend("hello")
+		result := prependHello(arr)
+		assert.Equal(t, 2, Size(result))
+		assert.Equal(t, "hello", Head(result))
+	})
+}
+
+// TestExtract tests the Extract function
+func TestExtract(t *testing.T) {
+	t.Run("Extract from multi-element array", func(t *testing.T) {
+		arr := From(1, 2, 3)
+		result := Extract(arr)
+		assert.Equal(t, 1, result)
+	})
+
+	t.Run("Extract from single element array", func(t *testing.T) {
+		arr := Of(42)
+		result := Extract(arr)
+		assert.Equal(t, 42, result)
+	})
+
+	t.Run("Extract is same as Head", func(t *testing.T) {
+		arr := From("a", "b", "c")
+		assert.Equal(t, Head(arr), Extract(arr))
+	})
+}
+
+// TestExtend tests the Extend function
+func TestExtend(t *testing.T) {
+	t.Run("Extend with sum of suffixes", func(t *testing.T) {
+		arr := From(1, 2, 3, 4)
+		sumSuffix := Extend(func(xs NonEmptyArray[int]) int {
+			sum := 0
+			for _, x := range xs {
+				sum += x
+			}
+			return sum
+		})
+		result := sumSuffix(arr)
+		assert.Equal(t, 4, Size(result))
+		assert.Equal(t, []int{10, 9, 7, 4}, []int(result))
+	})
+
+	t.Run("Extend with head of suffixes", func(t *testing.T) {
+		arr := From(1, 2, 3)
+		getHeads := Extend(Head[int])
+		result := getHeads(arr)
+		assert.Equal(t, 3, Size(result))
+		assert.Equal(t, []int{1, 2, 3}, []int(result))
+	})
+
+	t.Run("Extend with size of suffixes", func(t *testing.T) {
+		arr := From("a", "b", "c", "d")
+		getSizes := Extend(Size[string])
+		result := getSizes(arr)
+		assert.Equal(t, 4, Size(result))
+		assert.Equal(t, []int{4, 3, 2, 1}, []int(result))
+	})
+
+	t.Run("Extend single element", func(t *testing.T) {
+		arr := Of(5)
+		double := Extend(func(xs NonEmptyArray[int]) int {
+			return Head(xs) * 2
+		})
+		result := double(arr)
+		assert.Equal(t, 1, Size(result))
+		assert.Equal(t, 10, Head(result))
+	})
+}

v2/array/sequence_extended_test.go

@@ -0,0 +1,78 @@
+// Copyright (c) 2023 - 2025 IBM Corp.
+// All rights reserved.
+//
+// Licensed under the Apache License, Version 2.0 (the "License");
+// you may not use this file except in compliance with the License.
+// You may obtain a copy of the License at
+//
+// http://www.apache.org/licenses/LICENSE-2.0
+//
+// Unless required by applicable law or agreed to in writing, software
+// distributed under the License is distributed on an "AS IS" BASIS,
+// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+// See the License for the specific language governing permissions and
+// limitations under the License.
+
+package array
+
+import (
+	"testing"
+
+	O "github.com/IBM/fp-go/v2/option"
+	"github.com/stretchr/testify/assert"
+)
+
+// TestSequenceWithOption tests the generic Sequence function with Option monad
+func TestSequenceWithOption(t *testing.T) {
+	// Test with Option monad - all Some values
+	opts := From(
+		O.Some(1),
+		O.Some(2),
+		O.Some(3),
+	)
+
+	// Use the Sequence function with Option's applicative monoid
+	monoid := O.ApplicativeMonoid(Monoid[int]())
+	seq := Sequence(O.Map(Of[int]), monoid)
+	result := seq(opts)
+
+	assert.Equal(t, O.Of(From(1, 2, 3)), result)
+
+	// Test with Option monad - contains None
+	optsWithNone := From(
+		O.Some(1),
+		O.None[int](),
+		O.Some(3),
+	)
+
+	result2 := seq(optsWithNone)
+	assert.True(t, O.IsNone(result2))
+
+	// Test with empty array
+	empty := Empty[Option[int]]()
+	result3 := seq(empty)
+	assert.Equal(t, O.Some(Empty[int]()), result3)
+}
+
+// TestMonadSequence tests the MonadSequence function
+func TestMonadSequence(t *testing.T) {
+	// Test with Option monad
+	opts := From(
+		O.Some("hello"),
+		O.Some("world"),
+	)
+
+	monoid := O.ApplicativeMonoid(Monoid[string]())
+	result := MonadSequence(O.Map(Of[string]), monoid, opts)
+
+	assert.Equal(t, O.Of(From("hello", "world")), result)
+
+	// Test with None in the array
+	optsWithNone := From(
+		O.Some("hello"),
+		O.None[string](),
+	)
+
+	result2 := MonadSequence(O.Map(Of[string]), monoid, optsWithNone)
+	assert.Equal(t, O.None[[]string](), result2)
+}

v2/array/traverse.go

@@ -16,7 +16,11 @@
 package array
 
 import (
+	"github.com/IBM/fp-go/v2/internal/apply"
 	"github.com/IBM/fp-go/v2/internal/array"
+	"github.com/IBM/fp-go/v2/internal/functor"
+	"github.com/IBM/fp-go/v2/internal/pointed"
+	"github.com/IBM/fp-go/v2/internal/traversable"
 )
 
 // Traverse maps each element of an array to an effect (HKT), then collects the results
@@ -55,9 +59,9 @@ import (
 //
 //go:inline
 func Traverse[A, B, HKTB, HKTAB, HKTRB any](
-	fof func([]B) HKTRB,
-	fmap func(func([]B) func(B) []B) func(HKTRB) HKTAB,
-	fap func(HKTB) func(HKTAB) HKTRB,
+	fof pointed.OfType[[]B, HKTRB],
+	fmap functor.MapType[[]B, func(B) []B, HKTRB, HKTAB],
+	fap apply.ApType[HKTB, HKTRB, HKTAB],
 
 	f func(A) HKTB) func([]A) HKTRB {
 	return array.Traverse[[]A](fof, fmap, fap, f)
@@ -71,7 +75,7 @@ func Traverse[A, B, HKTB, HKTAB, HKTRB any](
 //
 //go:inline
 func MonadTraverse[A, B, HKTB, HKTAB, HKTRB any](
-	fof func([]B) HKTRB,
+	fof pointed.OfType[[]B, HKTRB],
 	fmap func(func([]B) func(B) []B) func(HKTRB) HKTAB,
 	fap func(HKTB) func(HKTAB) HKTRB,
 
@@ -83,7 +87,7 @@ func MonadTraverse[A, B, HKTB, HKTAB, HKTRB any](
 
 //go:inline
 func TraverseWithIndex[A, B, HKTB, HKTAB, HKTRB any](
-	fof func([]B) HKTRB,
+	fof pointed.OfType[[]B, HKTRB],
 	fmap func(func([]B) func(B) []B) func(HKTRB) HKTAB,
 	fap func(HKTB) func(HKTAB) HKTRB,
 
@@ -93,7 +97,7 @@ func TraverseWithIndex[A, B, HKTB, HKTAB, HKTRB any](
 
 //go:inline
 func MonadTraverseWithIndex[A, B, HKTB, HKTAB, HKTRB any](
-	fof func([]B) HKTRB,
+	fof pointed.OfType[[]B, HKTRB],
 	fmap func(func([]B) func(B) []B) func(HKTRB) HKTAB,
 	fap func(HKTB) func(HKTAB) HKTRB,
 
@@ -102,3 +106,22 @@ func MonadTraverseWithIndex[A, B, HKTB, HKTAB, HKTRB any](
 
 	return array.MonadTraverseWithIndex(fof, fmap, fap, ta, f)
 }
+
+func MakeTraverseType[A, B, HKT_F_B, HKT_F_T_B, HKT_F_B_T_B any]() traversable.TraverseType[A, B, []A, []B, HKT_F_B, HKT_F_T_B, HKT_F_B_T_B] {
+	return func(
+		// ap
+		fof_b pointed.OfType[[]B, HKT_F_T_B],
+		fmap_b functor.MapType[[]B, func(B) []B, HKT_F_T_B, HKT_F_B_T_B],
+		fap_b apply.ApType[HKT_F_B, HKT_F_T_B, HKT_F_B_T_B],
+
+	) func(func(A) HKT_F_B) func([]A) HKT_F_T_B {
+		return func(f func(A) HKT_F_B) func([]A) HKT_F_T_B {
+			return Traverse(
+				fof_b,
+				fmap_b,
+				fap_b,
+				f,
+			)
+		}
+	}
+}

v2/array/traverse_extended_test.go

@@ -0,0 +1,164 @@
+// Copyright (c) 2023 - 2025 IBM Corp.
+// All rights reserved.
+//
+// Licensed under the Apache License, Version 2.0 (the "License");
+// you may not use this file except in compliance with the License.
+// You may obtain a copy of the License at
+//
+// http://www.apache.org/licenses/LICENSE-2.0
+//
+// Unless required by applicable law or agreed to in writing, software
+// distributed under the License is distributed on an "AS IS" BASIS,
+// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+// See the License for the specific language governing permissions and
+// limitations under the License.
+
+package array
+
+import (
+	"strconv"
+	"testing"
+
+	O "github.com/IBM/fp-go/v2/option"
+	"github.com/stretchr/testify/assert"
+)
+
+// TestMonadTraverse tests the MonadTraverse function
+func TestMonadTraverse(t *testing.T) {
+	// Test converting integers to strings via Option
+	numbers := []int{1, 2, 3}
+
+	result := MonadTraverse(
+		O.Of[[]string],
+		O.Map[[]string, func(string) []string],
+		O.Ap[[]string, string],
+		numbers,
+		func(n int) O.Option[string] {
+			return O.Some(strconv.Itoa(n))
+		},
+	)
+
+	assert.True(t, O.IsSome(result))
+	assert.Equal(t, []string{"1", "2", "3"}, O.GetOrElse(func() []string { return []string{} })(result))
+
+	// Test with a function that can return None
+	result2 := MonadTraverse(
+		O.Of[[]string],
+		O.Map[[]string, func(string) []string],
+		O.Ap[[]string, string],
+		numbers,
+		func(n int) O.Option[string] {
+			if n == 2 {
+				return O.None[string]()
+			}
+			return O.Some(strconv.Itoa(n))
+		},
+	)
+
+	assert.True(t, O.IsNone(result2))
+
+	// Test with empty array
+	empty := []int{}
+	result3 := MonadTraverse(
+		O.Of[[]string],
+		O.Map[[]string, func(string) []string],
+		O.Ap[[]string, string],
+		empty,
+		func(n int) O.Option[string] {
+			return O.Some(strconv.Itoa(n))
+		},
+	)
+
+	assert.True(t, O.IsSome(result3))
+	assert.Equal(t, []string{}, O.GetOrElse(func() []string { return nil })(result3))
+}
+
+// TestTraverseWithIndex tests the TraverseWithIndex function
+func TestTraverseWithIndex(t *testing.T) {
+	// Test with index-aware transformation
+	words := []string{"a", "b", "c"}
+
+	traverser := TraverseWithIndex(
+		O.Of[[]string],
+		O.Map[[]string, func(string) []string],
+		O.Ap[[]string, string],
+		func(idx int, s string) O.Option[string] {
+			return O.Some(s + strconv.Itoa(idx))
+		},
+	)
+
+	result := traverser(words)
+	assert.True(t, O.IsSome(result))
+	assert.Equal(t, []string{"a0", "b1", "c2"}, O.GetOrElse(func() []string { return []string{} })(result))
+
+	// Test with conditional None based on index
+	traverser2 := TraverseWithIndex(
+		O.Of[[]string],
+		O.Map[[]string, func(string) []string],
+		O.Ap[[]string, string],
+		func(idx int, s string) O.Option[string] {
+			if idx == 1 {
+				return O.None[string]()
+			}
+			return O.Some(s)
+		},
+	)
+
+	result2 := traverser2(words)
+	assert.True(t, O.IsNone(result2))
+}
+
+// TestMonadTraverseWithIndex tests the MonadTraverseWithIndex function
+func TestMonadTraverseWithIndex(t *testing.T) {
+	// Test with index-aware transformation
+	numbers := []int{10, 20, 30}
+
+	result := MonadTraverseWithIndex(
+		O.Of[[]string],
+		O.Map[[]string, func(string) []string],
+		O.Ap[[]string, string],
+		numbers,
+		func(idx, n int) O.Option[string] {
+			return O.Some(strconv.Itoa(n * idx))
+		},
+	)
+
+	assert.True(t, O.IsSome(result))
+	// Expected: [10*0, 20*1, 30*2] = ["0", "20", "60"]
+	assert.Equal(t, []string{"0", "20", "60"}, O.GetOrElse(func() []string { return []string{} })(result))
+
+	// Test with None at specific index
+	result2 := MonadTraverseWithIndex(
+		O.Of[[]string],
+		O.Map[[]string, func(string) []string],
+		O.Ap[[]string, string],
+		numbers,
+		func(idx, n int) O.Option[string] {
+			if idx == 2 {
+				return O.None[string]()
+			}
+			return O.Some(strconv.Itoa(n))
+		},
+	)
+
+	assert.True(t, O.IsNone(result2))
+}
+
+// TestMakeTraverseType tests the MakeTraverseType function
+func TestMakeTraverseType(t *testing.T) {
+	// Create a traverse type for Option
+	traverseType := MakeTraverseType[int, string, O.Option[string], O.Option[[]string], O.Option[func(string) []string]]()
+
+	// Use it to traverse an array
+	numbers := []int{1, 2, 3}
+	result := traverseType(
+		O.Of[[]string],
+		O.Map[[]string, func(string) []string],
+		O.Ap[[]string, string],
+	)(func(n int) O.Option[string] {
+		return O.Some(strconv.Itoa(n * 2))
+	})(numbers)
+
+	assert.True(t, O.IsSome(result))
+	assert.Equal(t, []string{"2", "4", "6"}, O.GetOrElse(func() []string { return []string{} })(result))
+}

v2/array/zip.go

@@ -17,7 +17,7 @@ package array
 
 import (
 	G "github.com/IBM/fp-go/v2/array/generic"
-	T "github.com/IBM/fp-go/v2/tuple"
+	"github.com/IBM/fp-go/v2/pair"
 )
 
 // ZipWith applies a function to pairs of elements at the same index in two arrays,
@@ -55,8 +55,8 @@ func ZipWith[FCT ~func(A, B) C, A, B, C any](fa []A, fb []B, f FCT) []C {
 //	// Result: [(a, 1), (b, 2)]
 //
 //go:inline
-func Zip[A, B any](fb []B) func([]A) []T.Tuple2[A, B] {
-	return G.Zip[[]A, []B, []T.Tuple2[A, B]](fb)
+func Zip[A, B any](fb []B) func([]A) []pair.Pair[A, B] {
+	return G.Zip[[]A, []B, []pair.Pair[A, B]](fb)
 }
 
 // Unzip is the reverse of Zip. It takes an array of pairs (tuples) and returns
@@ -78,6 +78,6 @@ func Zip[A, B any](fb []B) func([]A) []T.Tuple2[A, B] {
 //	ages := result.Tail   // [30, 25, 35]
 //
 //go:inline
-func Unzip[A, B any](cs []T.Tuple2[A, B]) T.Tuple2[[]A, []B] {
+func Unzip[A, B any](cs []pair.Pair[A, B]) pair.Pair[[]A, []B] {
 	return G.Unzip[[]A, []B](cs)
 }

v2/array/zip_test.go

@@ -19,7 +19,7 @@ import (
 	"fmt"
 	"testing"
 
-	T "github.com/IBM/fp-go/v2/tuple"
+	"github.com/IBM/fp-go/v2/pair"
 	"github.com/stretchr/testify/assert"
 )
 
@@ -40,7 +40,7 @@ func TestZip(t *testing.T) {
 
 	res := Zip[string](left)(right)
 
-	assert.Equal(t, From(T.MakeTuple2("a", 1), T.MakeTuple2("b", 2), T.MakeTuple2("c", 3)), res)
+	assert.Equal(t, From(pair.MakePair("a", 1), pair.MakePair("b", 2), pair.MakePair("c", 3)), res)
 }
 
 func TestUnzip(t *testing.T) {
@@ -51,6 +51,6 @@ func TestUnzip(t *testing.T) {
 
 	unzipped := Unzip(zipped)
 
-	assert.Equal(t, right, unzipped.F1)
-	assert.Equal(t, left, unzipped.F2)
+	assert.Equal(t, right, pair.Head(unzipped))
+	assert.Equal(t, left, pair.Tail(unzipped))
 }

v2/assert/assert.go

@@ -194,6 +194,25 @@ func ArrayNotEmpty[T any](arr []T) Reader {
 	}
 }
 
+// ArrayEmpty checks if an array is empty.
+//
+// This is the complement of ArrayNotEmpty, asserting that a slice has no elements.
+//
+// Example:
+//
+//	func TestArrayEmpty(t *testing.T) {
+//	    empty := []int{}
+//	    assert.ArrayEmpty(empty)(t)  // Passes
+//
+//	    numbers := []int{1, 2, 3}
+//	    assert.ArrayEmpty(numbers)(t)  // Fails
+//	}
+func ArrayEmpty[T any](arr []T) Reader {
+	return func(t *testing.T) bool {
+		return assert.Empty(t, arr)
+	}
+}
+
 // RecordNotEmpty checks if a map is not empty.
 //
 // Example:
@@ -211,6 +230,25 @@ func RecordNotEmpty[K comparable, T any](mp map[K]T) Reader {
 	}
 }
 
+// RecordEmpty checks if a map is empty.
+//
+// This is the complement of RecordNotEmpty, asserting that a map has no key-value pairs.
+//
+// Example:
+//
+//	func TestRecordEmpty(t *testing.T) {
+//	    empty := map[string]int{}
+//	    assert.RecordEmpty(empty)(t)  // Passes
+//
+//	    config := map[string]int{"timeout": 30}
+//	    assert.RecordEmpty(config)(t)  // Fails
+//	}
+func RecordEmpty[K comparable, T any](mp map[K]T) Reader {
+	return func(t *testing.T) bool {
+		return assert.Empty(t, mp)
+	}
+}
+
 // StringNotEmpty checks if a string is not empty.
 //
 // Example:
@@ -504,21 +542,15 @@ func AllOf(readers []Reader) Reader {
 //
 //go:inline
 func RunAll(testcases map[string]Reader) Reader {
-	return func(t *testing.T) bool {
-		current := true
-		for k, r := range testcases {
-			current = current && t.Run(k, func(t1 *testing.T) {
-				r(t1)
-			})
-		}
-		return current
-	}
+	return SequenceRecord(testcases)
 }
 
 // Local transforms a Reader that works on type R1 into a Reader that works on type R2,
 // by providing a function that converts R2 to R1. This allows you to focus a test on a
 // specific property or subset of a larger data structure.
 //
+// See: https://github.com/fantasyland/fantasy-land?tab=readme-ov-file#profunctor
+//
 // This is particularly useful when you have an assertion that operates on a specific field
 // or property, and you want to apply it to a complete object. Instead of extracting the
 // property and then asserting on it, you can transform the assertion to work directly

v2/assert/assert_test.go

@@ -85,6 +85,33 @@ func TestArrayNotEmpty(t *testing.T) {
 	})
 }
 
+func TestArrayEmpty(t *testing.T) {
+	t.Run("should pass for empty array", func(t *testing.T) {
+		arr := []int{}
+		result := ArrayEmpty(arr)(t)
+		if !result {
+			t.Error("Expected ArrayEmpty to pass for empty array")
+		}
+	})
+
+	t.Run("should fail for non-empty array", func(t *testing.T) {
+		mockT := &testing.T{}
+		arr := []int{1, 2, 3}
+		result := ArrayEmpty(arr)(mockT)
+		if result {
+			t.Error("Expected ArrayEmpty to fail for non-empty array")
+		}
+	})
+
+	t.Run("should work with different types", func(t *testing.T) {
+		strArr := []string{}
+		result := ArrayEmpty(strArr)(t)
+		if !result {
+			t.Error("Expected ArrayEmpty to pass for empty string array")
+		}
+	})
+}
+
 func TestRecordNotEmpty(t *testing.T) {
 	t.Run("should pass for non-empty map", func(t *testing.T) {
 		mp := map[string]int{"a": 1, "b": 2}
@@ -131,6 +158,33 @@ func TestArrayLength(t *testing.T) {
 	})
 }
 
+func TestRecordEmpty(t *testing.T) {
+	t.Run("should pass for empty map", func(t *testing.T) {
+		mp := map[string]int{}
+		result := RecordEmpty(mp)(t)
+		if !result {
+			t.Error("Expected RecordEmpty to pass for empty map")
+		}
+	})
+
+	t.Run("should fail for non-empty map", func(t *testing.T) {
+		mockT := &testing.T{}
+		mp := map[string]int{"a": 1, "b": 2}
+		result := RecordEmpty(mp)(mockT)
+		if result {
+			t.Error("Expected RecordEmpty to fail for non-empty map")
+		}
+	})
+
+	t.Run("should work with different key-value types", func(t *testing.T) {
+		mp := map[int]string{}
+		result := RecordEmpty(mp)(t)
+		if !result {
+			t.Error("Expected RecordEmpty to pass for empty map with int keys")
+		}
+	})
+}
+
 func TestRecordLength(t *testing.T) {
 	t.Run("should pass when map length matches", func(t *testing.T) {
 		mp := map[string]int{"a": 1, "b": 2}
@@ -150,6 +204,33 @@ func TestRecordLength(t *testing.T) {
 	})
 }
 
+func TestStringNotEmpty(t *testing.T) {
+	t.Run("should pass for non-empty string", func(t *testing.T) {
+		str := "Hello, World!"
+		result := StringNotEmpty(str)(t)
+		if !result {
+			t.Error("Expected StringNotEmpty to pass for non-empty string")
+		}
+	})
+
+	t.Run("should fail for empty string", func(t *testing.T) {
+		mockT := &testing.T{}
+		str := ""
+		result := StringNotEmpty(str)(mockT)
+		if result {
+			t.Error("Expected StringNotEmpty to fail for empty string")
+		}
+	})
+
+	t.Run("should pass for string with whitespace", func(t *testing.T) {
+		str := "   "
+		result := StringNotEmpty(str)(t)
+		if !result {
+			t.Error("Expected StringNotEmpty to pass for string with whitespace")
+		}
+	})
+}
+
 func TestStringLength(t *testing.T) {
 	t.Run("should pass when string length matches", func(t *testing.T) {
 		str := "hello"

v2/assert/from.go

@@ -0,0 +1,122 @@
+// Copyright (c) 2023 - 2025 IBM Corp.
+// All rights reserved.
+//
+// Licensed under the Apache License, Version 2.0 (the "License");
+// you may not use this file except in compliance with the License.
+// You may obtain a copy of the License at
+//
+// http://www.apache.org/licenses/LICENSE-2.0
+//
+// Unless required by applicable law or agreed to in writing, software
+// distributed under the License is distributed on an "AS IS" BASIS,
+// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+// See the License for the specific language governing permissions and
+// limitations under the License.
+
+package assert
+
+import (
+	"testing"
+
+	F "github.com/IBM/fp-go/v2/function"
+	"github.com/IBM/fp-go/v2/result"
+)
+
+// FromReaderIOResult converts a ReaderIOResult[Reader] into a Reader.
+//
+// This function bridges the gap between context-aware, IO-based computations that may fail
+// (ReaderIOResult) and the simpler Reader type used for test assertions. It executes the
+// ReaderIOResult computation using the test's context, handles any potential errors by
+// converting them to test failures via NoError, and returns the resulting Reader.
+//
+// The conversion process:
+//  1. Executes the ReaderIOResult with the test context (t.Context())
+//  2. Runs the resulting IO operation ()
+//  3. Extracts the Result, converting errors to test failures using NoError
+//  4. Returns a Reader that can be applied to *testing.T
+//
+// This is particularly useful when you have test assertions that need to:
+//   - Access context for cancellation or deadlines
+//   - Perform IO operations (file access, network calls, etc.)
+//   - Handle potential errors gracefully in tests
+//
+// Parameters:
+//   - ri: A ReaderIOResult that produces a Reader when given a context and executed
+//
+// Returns:
+//   - A Reader that can be directly applied to *testing.T for assertion
+//
+// Example:
+//
+//	func TestWithContext(t *testing.T) {
+//	    // Create a ReaderIOResult that performs an IO operation
+//	    checkDatabase := func(ctx context.Context) func() result.Result[assert.Reader] {
+//	        return func() result.Result[assert.Reader] {
+//	            // Simulate database check
+//	            if err := db.PingContext(ctx); err != nil {
+//	                return result.Error[assert.Reader](err)
+//	            }
+//	            return result.Of[assert.Reader](assert.NoError(nil))
+//	        }
+//	    }
+//
+//	    // Convert to Reader and execute
+//	    assertion := assert.FromReaderIOResult(checkDatabase)
+//	    assertion(t)
+//	}
+func FromReaderIOResult(ri ReaderIOResult[Reader]) Reader {
+	return func(t *testing.T) bool {
+		return F.Pipe1(
+			ri(t.Context())(),
+			result.GetOrElse(NoError),
+		)(t)
+	}
+}
+
+// FromReaderIO converts a ReaderIO[Reader] into a Reader.
+//
+// This function bridges the gap between context-aware, IO-based computations (ReaderIO)
+// and the simpler Reader type used for test assertions. It executes the ReaderIO
+// computation using the test's context and returns the resulting Reader.
+//
+// Unlike FromReaderIOResult, this function does not handle errors explicitly - it assumes
+// the IO operation will succeed or that any errors are handled within the ReaderIO itself.
+//
+// The conversion process:
+//  1. Executes the ReaderIO with the test context (t.Context())
+//  2. Runs the resulting IO operation ()
+//  3. Returns a Reader that can be applied to *testing.T
+//
+// This is particularly useful when you have test assertions that need to:
+//   - Access context for cancellation or deadlines
+//   - Perform IO operations that don't fail (or handle failures internally)
+//   - Integrate with context-aware testing utilities
+//
+// Parameters:
+//   - ri: A ReaderIO that produces a Reader when given a context and executed
+//
+// Returns:
+//   - A Reader that can be directly applied to *testing.T for assertion
+//
+// Example:
+//
+//	func TestWithIO(t *testing.T) {
+//	    // Create a ReaderIO that performs an IO operation
+//	    logAndCheck := func(ctx context.Context) func() assert.Reader {
+//	        return func() assert.Reader {
+//	            // Log something using context
+//	            logger.InfoContext(ctx, "Running test")
+//	            // Return an assertion
+//	            return assert.Equal(42)(computeValue())
+//	        }
+//	    }
+//
+//	    // Convert to Reader and execute
+//	    assertion := assert.FromReaderIO(logAndCheck)
+//	    assertion(t)
+//	}
+func FromReaderIO(ri ReaderIO[Reader]) Reader {
+	return func(t *testing.T) bool {
+		return ri(t.Context())()(t)
+	}
+}

v2/assert/from_test.go

@@ -0,0 +1,383 @@
+// Copyright (c) 2023 - 2025 IBM Corp.
+// All rights reserved.
+//
+// Licensed under the Apache License, Version 2.0 (the "License");
+// you may not use this file except in compliance with the License.
+// You may obtain a copy of the License at
+//
+// http://www.apache.org/licenses/LICENSE-2.0
+//
+// Unless required by applicable law or agreed to in writing, software
+// distributed under the License is distributed on an "AS IS" BASIS,
+// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+// See the License for the specific language governing permissions and
+// limitations under the License.
+
+package assert
+
+import (
+	"context"
+	"errors"
+	"testing"
+
+	"github.com/IBM/fp-go/v2/result"
+)
+
+func TestFromReaderIOResult(t *testing.T) {
+	t.Run("should pass when ReaderIOResult returns success with passing assertion", func(t *testing.T) {
+		// Create a ReaderIOResult that returns a successful Reader
+		ri := func(ctx context.Context) func() result.Result[Reader] {
+			return func() result.Result[Reader] {
+				// Return a Reader that always passes
+				return result.Of[Reader](func(t *testing.T) bool {
+					return true
+				})
+			}
+		}
+
+		reader := FromReaderIOResult(ri)
+		res := reader(t)
+		if !res {
+			t.Error("Expected FromReaderIOResult to pass when ReaderIOResult returns success")
+		}
+	})
+
+	t.Run("should pass when ReaderIOResult returns success with Equal assertion", func(t *testing.T) {
+		// Create a ReaderIOResult that returns a successful Equal assertion
+		ri := func(ctx context.Context) func() result.Result[Reader] {
+			return func() result.Result[Reader] {
+				return result.Of[Reader](Equal(42)(42))
+			}
+		}
+
+		reader := FromReaderIOResult(ri)
+		res := reader(t)
+		if !res {
+			t.Error("Expected FromReaderIOResult to pass with Equal assertion")
+		}
+	})
+
+	t.Run("should fail when ReaderIOResult returns error", func(t *testing.T) {
+		mockT := &testing.T{}
+
+		// Create a ReaderIOResult that returns an error
+		ri := func(ctx context.Context) func() result.Result[Reader] {
+			return func() result.Result[Reader] {
+				return result.Left[Reader](errors.New("test error"))
+			}
+		}
+
+		reader := FromReaderIOResult(ri)
+		res := reader(mockT)
+		if res {
+			t.Error("Expected FromReaderIOResult to fail when ReaderIOResult returns error")
+		}
+	})
+
+	t.Run("should fail when ReaderIOResult returns success but assertion fails", func(t *testing.T) {
+		mockT := &testing.T{}
+
+		// Create a ReaderIOResult that returns a failing assertion
+		ri := func(ctx context.Context) func() result.Result[Reader] {
+			return func() result.Result[Reader] {
+				return result.Of[Reader](Equal(42)(43))
+			}
+		}
+
+		reader := FromReaderIOResult(ri)
+		res := reader(mockT)
+		if res {
+			t.Error("Expected FromReaderIOResult to fail when assertion fails")
+		}
+	})
+
+	t.Run("should use test context", func(t *testing.T) {
+		contextUsed := false
+
+		// Create a ReaderIOResult that checks if context is provided
+		ri := func(ctx context.Context) func() result.Result[Reader] {
+			if ctx != nil {
+				contextUsed = true
+			}
+			return func() result.Result[Reader] {
+				return result.Of[Reader](func(t *testing.T) bool {
+					return true
+				})
+			}
+		}
+
+		reader := FromReaderIOResult(ri)
+		reader(t)
+
+		if !contextUsed {
+			t.Error("Expected FromReaderIOResult to use test context")
+		}
+	})
+
+	t.Run("should work with NoError assertion", func(t *testing.T) {
+		// Create a ReaderIOResult that returns NoError assertion
+		ri := func(ctx context.Context) func() result.Result[Reader] {
+			return func() result.Result[Reader] {
+				return result.Of[Reader](NoError(nil))
+			}
+		}
+
+		reader := FromReaderIOResult(ri)
+		res := reader(t)
+		if !res {
+			t.Error("Expected FromReaderIOResult to pass with NoError assertion")
+		}
+	})
+
+	t.Run("should work with complex assertions", func(t *testing.T) {
+		// Create a ReaderIOResult with multiple composed assertions
+		ri := func(ctx context.Context) func() result.Result[Reader] {
+			return func() result.Result[Reader] {
+				arr := []int{1, 2, 3}
+				assertions := AllOf([]Reader{
+					ArrayNotEmpty(arr),
+					ArrayLength[int](3)(arr),
+					ArrayContains(2)(arr),
+				})
+				return result.Of[Reader](assertions)
+			}
+		}
+
+		reader := FromReaderIOResult(ri)
+		res := reader(t)
+		if !res {
+			t.Error("Expected FromReaderIOResult to pass with complex assertions")
+		}
+	})
+}
+
+func TestFromReaderIO(t *testing.T) {
+	t.Run("should pass when ReaderIO returns passing assertion", func(t *testing.T) {
+		// Create a ReaderIO that returns a Reader that always passes
+		ri := func(ctx context.Context) func() Reader {
+			return func() Reader {
+				return func(t *testing.T) bool {
+					return true
+				}
+			}
+		}
+
+		reader := FromReaderIO(ri)
+		res := reader(t)
+		if !res {
+			t.Error("Expected FromReaderIO to pass when ReaderIO returns passing assertion")
+		}
+	})
+
+	t.Run("should pass when ReaderIO returns Equal assertion", func(t *testing.T) {
+		// Create a ReaderIO that returns an Equal assertion
+		ri := func(ctx context.Context) func() Reader {
+			return func() Reader {
+				return Equal(42)(42)
+			}
+		}
+
+		reader := FromReaderIO(ri)
+		res := reader(t)
+		if !res {
+			t.Error("Expected FromReaderIO to pass with Equal assertion")
+		}
+	})
+
+	t.Run("should fail when ReaderIO returns failing assertion", func(t *testing.T) {
+		mockT := &testing.T{}
+
+		// Create a ReaderIO that returns a failing assertion
+		ri := func(ctx context.Context) func() Reader {
+			return func() Reader {
+				return Equal(42)(43)
+			}
+		}
+
+		reader := FromReaderIO(ri)
+		res := reader(mockT)
+		if res {
+			t.Error("Expected FromReaderIO to fail when assertion fails")
+		}
+	})
+
+	t.Run("should use test context", func(t *testing.T) {
+		contextUsed := false
+
+		// Create a ReaderIO that checks if context is provided
+		ri := func(ctx context.Context) func() Reader {
+			if ctx != nil {
+				contextUsed = true
+			}
+			return func() Reader {
+				return func(t *testing.T) bool {
+					return true
+				}
+			}
+		}
+
+		reader := FromReaderIO(ri)
+		reader(t)
+
+		if !contextUsed {
+			t.Error("Expected FromReaderIO to use test context")
+		}
+	})
+
+	t.Run("should work with NoError assertion", func(t *testing.T) {
+		// Create a ReaderIO that returns NoError assertion
+		ri := func(ctx context.Context) func() Reader {
+			return func() Reader {
+				return NoError(nil)
+			}
+		}
+
+		reader := FromReaderIO(ri)
+		res := reader(t)
+		if !res {
+			t.Error("Expected FromReaderIO to pass with NoError assertion")
+		}
+	})
+
+	t.Run("should work with Error assertion", func(t *testing.T) {
+		// Create a ReaderIO that returns Error assertion
+		ri := func(ctx context.Context) func() Reader {
+			return func() Reader {
+				return Error(errors.New("expected error"))
+			}
+		}
+
+		reader := FromReaderIO(ri)
+		res := reader(t)
+		if !res {
+			t.Error("Expected FromReaderIO to pass with Error assertion")
+		}
+	})
+
+	t.Run("should work with complex assertions", func(t *testing.T) {
+		// Create a ReaderIO with multiple composed assertions
+		ri := func(ctx context.Context) func() Reader {
+			return func() Reader {
+				mp := map[string]int{"a": 1, "b": 2}
+				return AllOf([]Reader{
+					RecordNotEmpty(mp),
+					RecordLength[string, int](2)(mp),
+					ContainsKey[int]("a")(mp),
+				})
+			}
+		}
+
+		reader := FromReaderIO(ri)
+		res := reader(t)
+		if !res {
+			t.Error("Expected FromReaderIO to pass with complex assertions")
+		}
+	})
+
+	t.Run("should work with string assertions", func(t *testing.T) {
+		// Create a ReaderIO with string assertions
+		ri := func(ctx context.Context) func() Reader {
+			return func() Reader {
+				str := "hello world"
+				return AllOf([]Reader{
+					StringNotEmpty(str),
+					StringLength[any, any](11)(str),
+				})
+			}
+		}
+
+		reader := FromReaderIO(ri)
+		res := reader(t)
+		if !res {
+			t.Error("Expected FromReaderIO to pass with string assertions")
+		}
+	})
+
+	t.Run("should work with Result assertions", func(t *testing.T) {
+		// Create a ReaderIO with Result assertions
+		ri := func(ctx context.Context) func() Reader {
+			return func() Reader {
+				successResult := result.Of[int](42)
+				return Success(successResult)
+			}
+		}
+
+		reader := FromReaderIO(ri)
+		res := reader(t)
+		if !res {
+			t.Error("Expected FromReaderIO to pass with Success assertion")
+		}
+	})
+
+	t.Run("should work with Failure assertion", func(t *testing.T) {
+		// Create a ReaderIO with Failure assertion
+		ri := func(ctx context.Context) func() Reader {
+			return func() Reader {
+				failureResult := result.Left[int](errors.New("test error"))
+				return Failure(failureResult)
+			}
+		}
+
+		reader := FromReaderIO(ri)
+		res := reader(t)
+		if !res {
+			t.Error("Expected FromReaderIO to pass with Failure assertion")
+		}
+	})
+}
+
+// TestFromReaderIOResultIntegration tests integration scenarios
+func TestFromReaderIOResultIntegration(t *testing.T) {
+	t.Run("should work in a realistic scenario with context cancellation", func(t *testing.T) {
+		// Create a ReaderIOResult that uses the context
+		ri := func(testCtx context.Context) func() result.Result[Reader] {
+			return func() result.Result[Reader] {
+				// Check if context is valid
+				if testCtx == nil {
+					return result.Left[Reader](errors.New("context is nil"))
+				}
+
+				// Return a successful assertion
+				return result.Of[Reader](Equal("test")("test"))
+			}
+		}
+
+		// Use the actual testing.T from the subtest
+		reader := FromReaderIOResult(ri)
+		res := reader(t)
+		if !res {
+			t.Error("Expected integration test to pass")
+		}
+	})
+}
+
+// TestFromReaderIOIntegration tests integration scenarios
+func TestFromReaderIOIntegration(t *testing.T) {
+	t.Run("should work in a realistic scenario with logging", func(t *testing.T) {
+		logCalled := false
+
+		// Create a ReaderIO that simulates logging
+		ri := func(ctx context.Context) func() Reader {
+			return func() Reader {
+				// Simulate logging with context
+				if ctx != nil {
+					logCalled = true
+				}
+
+				// Return an assertion
+				return Equal(100)(100)
+			}
+		}
+
+		reader := FromReaderIO(ri)
+		res := reader(t)
+
+		if !res {
+			t.Error("Expected integration test to pass")
+		}
+
+		if !logCalled {
+			t.Error("Expected logging to be called")
+		}
+	})
+}

v2/assert/logger.go

@@ -0,0 +1,207 @@
+// Copyright (c) 2023 - 2025 IBM Corp.
+// All rights reserved.
+//
+// Licensed under the Apache License, Version 2.0 (the "License");
+// you may not use this file except in compliance with the License.
+// You may obtain a copy of the License at
+//
+// http://www.apache.org/licenses/LICENSE-2.0
+//
+// Unless required by applicable law or agreed to in writing, software
+// distributed under the License is distributed on an "AS IS" BASIS,
+// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+// See the License for the specific language governing permissions and
+// limitations under the License.
+
+package assert
+
+import (
+	"testing"
+
+	"github.com/IBM/fp-go/v2/io"
+	"github.com/IBM/fp-go/v2/readerio"
+)
+
+// Logf creates a logging function that outputs formatted test messages using Go's testing.T.Logf.
+//
+// This function provides a functional programming approach to test logging, returning a
+// [ReaderIO] that can be composed with other test operations. It's particularly useful
+// for debugging tests, tracing execution flow, or documenting test behavior without
+// affecting test outcomes.
+//
+// The function uses a curried design pattern:
+//  1. First, you provide a format string (prefix) with format verbs (like %v, %d, %s)
+//  2. This returns a function that takes a value of type T
+//  3. That function returns a ReaderIO that performs the logging when executed
+//
+// # Parameters
+//
+//   - prefix: A format string compatible with fmt.Printf (e.g., "Value: %v", "Count: %d")
+//     The format string should contain exactly one format verb that matches type T
+//
+// # Returns
+//
+//   - A function that takes a value of type T and returns a [ReaderIO][*testing.T, Void]
+//     When executed, this ReaderIO logs the formatted message to the test output
+//
+// # Type Parameters
+//
+//   - T: The type of value to be logged. Can be any type that can be formatted by fmt
+//
+// # Use Cases
+//
+//   - Debugging test execution by logging intermediate values
+//   - Tracing the flow of complex test scenarios
+//   - Documenting test behavior in the test output
+//   - Logging values in functional pipelines without breaking the chain
+//   - Creating reusable logging operations for specific types
+//
+// # Example - Basic Logging
+//
+//	func TestBasicLogging(t *testing.T) {
+//	    // Create a logger for integers
+//	    logInt := assert.Logf[int]("Processing value: %d")
+//
+//	    // Use it to log a value
+//	    value := 42
+//	    logInt(value)(t)()  // Outputs: "Processing value: 42"
+//	}
+//
+// # Example - Logging in Test Pipeline
+//
+//	func TestPipelineWithLogging(t *testing.T) {
+//	    type User struct {
+//	        Name string
+//	        Age  int
+//	    }
+//
+//	    user := User{Name: "Alice", Age: 30}
+//
+//	    // Create a logger for User
+//	    logUser := assert.Logf[User]("Testing user: %+v")
+//
+//	    // Log the user being tested
+//	    logUser(user)(t)()
+//
+//	    // Continue with assertions
+//	    assert.StringNotEmpty(user.Name)(t)
+//	    assert.That(func(age int) bool { return age > 0 })(user.Age)(t)
+//	}
+//
+// # Example - Multiple Loggers for Different Types
+//
+//	func TestMultipleLoggers(t *testing.T) {
+//	    // Create type-specific loggers
+//	    logString := assert.Logf[string]("String value: %s")
+//	    logInt := assert.Logf[int]("Integer value: %d")
+//	    logFloat := assert.Logf[float64]("Float value: %.2f")
+//
+//	    // Use them throughout the test
+//	    logString("hello")(t)()      // Outputs: "String value: hello"
+//	    logInt(42)(t)()               // Outputs: "Integer value: 42"
+//	    logFloat(3.14159)(t)()        // Outputs: "Float value: 3.14"
+//	}
+//
+// # Example - Logging Complex Structures
+//
+//	func TestComplexStructureLogging(t *testing.T) {
+//	    type Config struct {
+//	        Host    string
+//	        Port    int
+//	        Timeout int
+//	    }
+//
+//	    config := Config{Host: "localhost", Port: 8080, Timeout: 30}
+//
+//	    // Use %+v to include field names
+//	    logConfig := assert.Logf[Config]("Configuration: %+v")
+//	    logConfig(config)(t)()
+//	    // Outputs: "Configuration: {Host:localhost Port:8080 Timeout:30}"
+//
+//	    // Or use %#v for Go-syntax representation
+//	    logConfigGo := assert.Logf[Config]("Config (Go syntax): %#v")
+//	    logConfigGo(config)(t)()
+//	    // Outputs: "Config (Go syntax): assert.Config{Host:"localhost", Port:8080, Timeout:30}"
+//	}
+//
+// # Example - Debugging Test Failures
+//
+//	func TestWithDebugLogging(t *testing.T) {
+//	    numbers := []int{1, 2, 3, 4, 5}
+//	    logSlice := assert.Logf[[]int]("Testing slice: %v")
+//
+//	    // Log the input data
+//	    logSlice(numbers)(t)()
+//
+//	    // Perform assertions
+//	    assert.ArrayNotEmpty(numbers)(t)
+//	    assert.ArrayLength[int](5)(numbers)(t)
+//
+//	    // Log intermediate results
+//	    sum := 0
+//	    for _, n := range numbers {
+//	        sum += n
+//	    }
+//	    logInt := assert.Logf[int]("Sum: %d")
+//	    logInt(sum)(t)()
+//
+//	    assert.Equal(15)(sum)(t)
+//	}
+//
+// # Example - Conditional Logging
+//
+//	func TestConditionalLogging(t *testing.T) {
+//	    logDebug := assert.Logf[string]("DEBUG: %s")
+//
+//	    values := []int{1, 2, 3, 4, 5}
+//	    for _, v := range values {
+//	        if v%2 == 0 {
+//	            logDebug(fmt.Sprintf("Found even number: %d", v))(t)()
+//	        }
+//	    }
+//	    // Outputs:
+//	    // DEBUG: Found even number: 2
+//	    // DEBUG: Found even number: 4
+//	}
+//
+// # Format Verbs
+//
+// Common format verbs you can use in the prefix string:
+//   - %v: Default format
+//   - %+v: Default format with field names for structs
+//   - %#v: Go-syntax representation
+//   - %T: Type of the value
+//   - %d: Integer in base 10
+//   - %s: String
+//   - %f: Floating point number
+//   - %t: Boolean (true/false)
+//   - %p: Pointer address
+//
+// See the fmt package documentation for a complete list of format verbs.
+//
+// # Notes
+//
+//   - Logging does not affect test pass/fail status
+//   - Log output appears in test results when running with -v flag or when tests fail
+//   - The function returns Void, indicating it's used for side effects only
+//   - The ReaderIO pattern allows logging to be composed with other operations
+//
+// # Related Functions
+//
+//   - [FromReaderIO]: Converts ReaderIO operations into test assertions
+//   - testing.T.Logf: The underlying Go testing log function
+//
+// # References
+//
+//   - Go testing package: https://pkg.go.dev/testing
+//   - fmt package format verbs: https://pkg.go.dev/fmt
+//   - ReaderIO pattern: Combines Reader (context dependency) with IO (side effects)
+func Logf[T any](prefix string) func(T) readerio.ReaderIO[*testing.T, Void] {
+	return func(a T) readerio.ReaderIO[*testing.T, Void] {
+		return func(t *testing.T) IO[Void] {
+			return io.FromImpure(func() {
+				t.Logf(prefix, a)
+			})
+		}
+	}
+}

v2/assert/logger_test.go

@@ -0,0 +1,406 @@
+// Copyright (c) 2023 - 2025 IBM Corp.
+// All rights reserved.
+//
+// Licensed under the Apache License, Version 2.0 (the "License");
+// you may not use this file except in compliance with the License.
+// You may obtain a copy of the License at
+//
+// http://www.apache.org/licenses/LICENSE-2.0
+//
+// Unless required by applicable law or agreed to in writing, software
+// distributed under the License is distributed on an "AS IS" BASIS,
+// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+// See the License for the specific language governing permissions and
+// limitations under the License.
+
+package assert
+
+import (
+	"fmt"
+	"testing"
+)
+
+// TestLogf_BasicInteger tests basic integer logging
+func TestLogf_BasicInteger(t *testing.T) {
+	logInt := Logf[int]("Processing value: %d")
+
+	// This should not panic and should log the value
+	logInt(42)(t)()
+
+	// Test passes if no panic occurs
+}
+
+// TestLogf_BasicString tests basic string logging
+func TestLogf_BasicString(t *testing.T) {
+	logString := Logf[string]("String value: %s")
+
+	logString("hello world")(t)()
+
+	// Test passes if no panic occurs
+}
+
+// TestLogf_BasicFloat tests basic float logging
+func TestLogf_BasicFloat(t *testing.T) {
+	logFloat := Logf[float64]("Float value: %.2f")
+
+	logFloat(3.14159)(t)()
+
+	// Test passes if no panic occurs
+}
+
+// TestLogf_BasicBoolean tests basic boolean logging
+func TestLogf_BasicBoolean(t *testing.T) {
+	logBool := Logf[bool]("Boolean value: %t")
+
+	logBool(true)(t)()
+	logBool(false)(t)()
+
+	// Test passes if no panic occurs
+}
+
+// TestLogf_ComplexStruct tests logging of complex structures
+func TestLogf_ComplexStruct(t *testing.T) {
+	type User struct {
+		Name string
+		Age  int
+	}
+
+	logUser := Logf[User]("User: %+v")
+
+	user := User{Name: "Alice", Age: 30}
+	logUser(user)(t)()
+
+	// Test passes if no panic occurs
+}
+
+// TestLogf_Slice tests logging of slices
+func TestLogf_Slice(t *testing.T) {
+	logSlice := Logf[[]int]("Slice: %v")
+
+	numbers := []int{1, 2, 3, 4, 5}
+	logSlice(numbers)(t)()
+
+	// Test passes if no panic occurs
+}
+
+// TestLogf_Map tests logging of maps
+func TestLogf_Map(t *testing.T) {
+	logMap := Logf[map[string]int]("Map: %v")
+
+	data := map[string]int{"a": 1, "b": 2, "c": 3}
+	logMap(data)(t)()
+
+	// Test passes if no panic occurs
+}
+
+// TestLogf_Pointer tests logging of pointers
+func TestLogf_Pointer(t *testing.T) {
+	logPtr := Logf[*int]("Pointer: %p")
+
+	value := 42
+	logPtr(&value)(t)()
+
+	// Test passes if no panic occurs
+}
+
+// TestLogf_NilPointer tests logging of nil pointers
+func TestLogf_NilPointer(t *testing.T) {
+	logPtr := Logf[*int]("Pointer: %v")
+
+	var nilPtr *int
+	logPtr(nilPtr)(t)()
+
+	// Test passes if no panic occurs
+}
+
+// TestLogf_EmptyString tests logging of empty strings
+func TestLogf_EmptyString(t *testing.T) {
+	logString := Logf[string]("String: '%s'")
+
+	logString("")(t)()
+
+	// Test passes if no panic occurs
+}
+
+// TestLogf_EmptySlice tests logging of empty slices
+func TestLogf_EmptySlice(t *testing.T) {
+	logSlice := Logf[[]int]("Slice: %v")
+
+	logSlice([]int{})(t)()
+
+	// Test passes if no panic occurs
+}
+
+// TestLogf_EmptyMap tests logging of empty maps
+func TestLogf_EmptyMap(t *testing.T) {
+	logMap := Logf[map[string]int]("Map: %v")
+
+	logMap(map[string]int{})(t)()
+
+	// Test passes if no panic occurs
+}
+
+// TestLogf_MultipleTypes tests using multiple loggers for different types
+func TestLogf_MultipleTypes(t *testing.T) {
+	logString := Logf[string]("String: %s")
+	logInt := Logf[int]("Integer: %d")
+	logFloat := Logf[float64]("Float: %.2f")
+
+	logString("test")(t)()
+	logInt(42)(t)()
+	logFloat(3.14)(t)()
+
+	// Test passes if no panic occurs
+}
+
+// TestLogf_WithinTestPipeline tests logging within a test pipeline
+func TestLogf_WithinTestPipeline(t *testing.T) {
+	type Config struct {
+		Host string
+		Port int
+	}
+
+	config := Config{Host: "localhost", Port: 8080}
+
+	logConfig := Logf[Config]("Testing config: %+v")
+	logConfig(config)(t)()
+
+	// Continue with assertions
+	StringNotEmpty(config.Host)(t)
+	That(func(port int) bool { return port > 0 })(config.Port)(t)
+
+	// Test passes if no panic occurs and assertions pass
+}
+
+// TestLogf_NestedStructures tests logging of nested structures
+func TestLogf_NestedStructures(t *testing.T) {
+	type Address struct {
+		Street string
+		City   string
+	}
+
+	type Person struct {
+		Name    string
+		Address Address
+	}
+
+	logPerson := Logf[Person]("Person: %+v")
+
+	person := Person{
+		Name: "Bob",
+		Address: Address{
+			Street: "123 Main St",
+			City:   "Springfield",
+		},
+	}
+
+	logPerson(person)(t)()
+
+	// Test passes if no panic occurs
+}
+
+// TestLogf_Interface tests logging of interface values
+func TestLogf_Interface(t *testing.T) {
+	logAny := Logf[any]("Value: %v")
+
+	logAny(42)(t)()
+	logAny("string")(t)()
+	logAny([]int{1, 2, 3})(t)()
+
+	// Test passes if no panic occurs
+}
+
+// TestLogf_GoSyntaxFormat tests logging with Go-syntax format
+func TestLogf_GoSyntaxFormat(t *testing.T) {
+	type Point struct {
+		X int
+		Y int
+	}
+
+	logPoint := Logf[Point]("Point: %#v")
+
+	point := Point{X: 10, Y: 20}
+	logPoint(point)(t)()
+
+	// Test passes if no panic occurs
+}
+
+// TestLogf_TypeFormat tests logging with type format
+func TestLogf_TypeFormat(t *testing.T) {
+	logType := Logf[any]("Type: %T, Value: %v")
+
+	logType(42)(t)()
+	logType("string")(t)()
+	logType(3.14)(t)()
+
+	// Test passes if no panic occurs
+}
+
+// TestLogf_LargeNumbers tests logging of large numbers
+func TestLogf_LargeNumbers(t *testing.T) {
+	logInt := Logf[int64]("Large number: %d")
+
+	logInt(9223372036854775807)(t)() // Max int64
+
+	// Test passes if no panic occurs
+}
+
+// TestLogf_NegativeNumbers tests logging of negative numbers
+func TestLogf_NegativeNumbers(t *testing.T) {
+	logInt := Logf[int]("Number: %d")
+
+	logInt(-42)(t)()
+	logInt(-100)(t)()
+
+	// Test passes if no panic occurs
+}
+
+// TestLogf_SpecialFloats tests logging of special float values
+func TestLogf_SpecialFloats(t *testing.T) {
+	logFloat := Logf[float64]("Float: %v")
+
+	logFloat(0.0)(t)()
+	logFloat(-0.0)(t)()
+
+	// Test passes if no panic occurs
+}
+
+// TestLogf_UnicodeStrings tests logging of unicode strings
+func TestLogf_UnicodeStrings(t *testing.T) {
+	logString := Logf[string]("Unicode: %s")
+
+	logString("Hello, 世界")(t)()
+	logString("Emoji: 🎉🎊")(t)()
+
+	// Test passes if no panic occurs
+}
+
+// TestLogf_MultilineStrings tests logging of multiline strings
+func TestLogf_MultilineStrings(t *testing.T) {
+	logString := Logf[string]("Multiline:\n%s")
+
+	multiline := `Line 1
+Line 2
+Line 3`
+
+	logString(multiline)(t)()
+
+	// Test passes if no panic occurs
+}
+
+// TestLogf_ReuseLogger tests reusing the same logger multiple times
+func TestLogf_ReuseLogger(t *testing.T) {
+	logInt := Logf[int]("Value: %d")
+
+	for i := 0; i < 5; i++ {
+		logInt(i)(t)()
+	}
+
+	// Test passes if no panic occurs
+}
+
+// TestLogf_ConditionalLogging tests conditional logging based on values
+func TestLogf_ConditionalLogging(t *testing.T) {
+	logDebug := Logf[string]("DEBUG: %s")
+
+	values := []int{1, 2, 3, 4, 5}
+	for _, v := range values {
+		if v%2 == 0 {
+			logDebug(fmt.Sprintf("Found even number: %d", v))(t)()
+		}
+	}
+
+	// Test passes if no panic occurs
+}
+
+// TestLogf_WithAssertions tests combining logging with assertions
+func TestLogf_WithAssertions(t *testing.T) {
+	logInt := Logf[int]("Testing value: %d")
+
+	value := 42
+	logInt(value)(t)()
+
+	// Perform assertion after logging
+	Equal(42)(value)(t)
+
+	// Test passes if assertion passes
+}
+
+// TestLogf_DebuggingFailures demonstrates using logging to debug test failures
+func TestLogf_DebuggingFailures(t *testing.T) {
+	logSlice := Logf[[]int]("Input slice: %v")
+	logInt := Logf[int]("Computed sum: %d")
+
+	numbers := []int{1, 2, 3, 4, 5}
+	logSlice(numbers)(t)()
+
+	sum := 0
+	for _, n := range numbers {
+		sum += n
+	}
+	logInt(sum)(t)()
+
+	Equal(15)(sum)(t)
+
+	// Test passes if assertion passes
+}
+
+// TestLogf_ComplexDataStructures tests logging of complex nested data
+func TestLogf_ComplexDataStructures(t *testing.T) {
+	type Metadata struct {
+		Version string
+		Tags    []string
+	}
+
+	type Document struct {
+		ID       int
+		Title    string
+		Metadata Metadata
+	}
+
+	logDoc := Logf[Document]("Document: %+v")
+
+	doc := Document{
+		ID:    1,
+		Title: "Test Document",
+		Metadata: Metadata{
+			Version: "1.0",
+			Tags:    []string{"test", "example"},
+		},
+	}
+
+	logDoc(doc)(t)()
+
+	// Test passes if no panic occurs
+}
+
+// TestLogf_ArrayTypes tests logging of array types
+func TestLogf_ArrayTypes(t *testing.T) {
+	logArray := Logf[[5]int]("Array: %v")
+
+	arr := [5]int{1, 2, 3, 4, 5}
+	logArray(arr)(t)()
+
+	// Test passes if no panic occurs
+}
+
+// TestLogf_ChannelTypes tests logging of channel types
+func TestLogf_ChannelTypes(t *testing.T) {
+	logChan := Logf[chan int]("Channel: %v")
+
+	ch := make(chan int, 1)
+	logChan(ch)(t)()
+	close(ch)
+
+	// Test passes if no panic occurs
+}
+
+// TestLogf_FunctionTypes tests logging of function types
+func TestLogf_FunctionTypes(t *testing.T) {
+	logFunc := Logf[func() int]("Function: %v")
+
+	fn := func() int { return 42 }
+	logFunc(fn)(t)()
+
+	// Test passes if no panic occurs
+}

v2/assert/monoid.go

@@ -0,0 +1,152 @@
+// Copyright (c) 2023 - 2025 IBM Corp.
+// All rights reserved.
+//
+// Licensed under the Apache License, Version 2.0 (the "License");
+// you may not use this file except in compliance with the License.
+// You may obtain a copy of the License at
+//
+// http://www.apache.org/licenses/LICENSE-2.0
+//
+// Unless required by applicable law or agreed to in writing, software
+// distributed under the License is distributed on an "AS IS" BASIS,
+// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+// See the License for the specific language governing permissions and
+// limitations under the License.
+
+package assert
+
+import (
+	"testing"
+
+	"github.com/IBM/fp-go/v2/boolean"
+	"github.com/IBM/fp-go/v2/monoid"
+	"github.com/IBM/fp-go/v2/reader"
+)
+
+// ApplicativeMonoid returns a [monoid.Monoid] for combining test assertion [Reader]s.
+//
+// This monoid combines multiple test assertions using logical AND (conjunction) semantics,
+// meaning all assertions must pass for the combined assertion to pass. It leverages the
+// applicative structure of Reader to execute multiple assertions with the same testing.T
+// context and combines their boolean results using boolean.MonoidAll (logical AND).
+//
+// The monoid provides:
+//   - Concat: Combines two assertions such that both must pass (logical AND)
+//   - Empty: Returns an assertion that always passes (identity element)
+//
+// This is particularly useful for:
+//   - Composing multiple test assertions into a single assertion
+//   - Building complex test conditions from simpler ones
+//   - Creating reusable assertion combinators
+//   - Implementing test assertion DSLs
+//
+// # Monoid Laws
+//
+// The returned monoid satisfies the standard monoid laws:
+//
+//  1. Associativity:
+//     Concat(Concat(a1, a2), a3) ≡ Concat(a1, Concat(a2, a3))
+//
+//  2. Left Identity:
+//     Concat(Empty(), a) ≡ a
+//
+//  3. Right Identity:
+//     Concat(a, Empty()) ≡ a
+//
+// # Returns
+//
+//   - A [monoid.Monoid][Reader] that combines assertions using logical AND
+//
+// # Example - Basic Usage
+//
+//	func TestUserValidation(t *testing.T) {
+//	    user := User{Name: "Alice", Age: 30, Email: "alice@example.com"}
+//	    m := assert.ApplicativeMonoid()
+//
+//	    // Combine multiple assertions
+//	    assertion := m.Concat(
+//	        assert.Equal("Alice")(user.Name),
+//	        m.Concat(
+//	            assert.Equal(30)(user.Age),
+//	            assert.StringNotEmpty(user.Email),
+//	        ),
+//	    )
+//
+//	    // Execute combined assertion
+//	    assertion(t) // All three assertions must pass
+//	}
+//
+// # Example - Building Reusable Validators
+//
+//	func TestWithReusableValidators(t *testing.T) {
+//	    m := assert.ApplicativeMonoid()
+//
+//	    // Create a reusable validator
+//	    validateUser := func(u User) assert.Reader {
+//	        return m.Concat(
+//	            assert.StringNotEmpty(u.Name),
+//	            m.Concat(
+//	                assert.True(u.Age > 0),
+//	                assert.StringContains("@")(u.Email),
+//	            ),
+//	        )
+//	    }
+//
+//	    user := User{Name: "Bob", Age: 25, Email: "bob@test.com"}
+//	    validateUser(user)(t)
+//	}
+//
+// # Example - Using Empty for Identity
+//
+//	func TestEmptyIdentity(t *testing.T) {
+//	    m := assert.ApplicativeMonoid()
+//	    assertion := assert.Equal(42)(42)
+//
+//	    // Empty is the identity - these are equivalent
+//	    result1 := m.Concat(m.Empty(), assertion)(t)
+//	    result2 := m.Concat(assertion, m.Empty())(t)
+//	    result3 := assertion(t)
+//	    // All three produce the same result
+//	}
+//
+// # Example - Combining with AllOf
+//
+//	func TestCombiningWithAllOf(t *testing.T) {
+//	    // ApplicativeMonoid provides the underlying mechanism for AllOf
+//	    arr := []int{1, 2, 3, 4, 5}
+//
+//	    // These are conceptually equivalent:
+//	    m := assert.ApplicativeMonoid()
+//	    manual := m.Concat(
+//	        assert.ArrayNotEmpty(arr),
+//	        m.Concat(
+//	            assert.ArrayLength[int](5)(arr),
+//	            assert.ArrayContains(3)(arr),
+//	        ),
+//	    )
+//
+//	    // AllOf uses ApplicativeMonoid internally
+//	    convenient := assert.AllOf([]assert.Reader{
+//	        assert.ArrayNotEmpty(arr),
+//	        assert.ArrayLength[int](5)(arr),
+//	        assert.ArrayContains(3)(arr),
+//	    })
+//
+//	    manual(t)
+//	    convenient(t)
+//	}
+//
+// # Related Functions
+//
+//   - [AllOf]: Convenient wrapper for combining multiple assertions using this monoid
+//   - [boolean.MonoidAll]: The underlying boolean monoid (logical AND with true as identity)
+//   - [reader.ApplicativeMonoid]: Generic applicative monoid for Reader types
+//
+// # References
+//
+//   - Haskell Monoid: https://hackage.haskell.org/package/base/docs/Data-Monoid.html
+//   - Applicative Functors: https://hackage.haskell.org/package/base/docs/Control-Applicative.html
+//   - Boolean Monoid (All): https://hackage.haskell.org/package/base/docs/Data-Monoid.html#t:All
+func ApplicativeMonoid() monoid.Monoid[Reader] {
+	return reader.ApplicativeMonoid[*testing.T](boolean.MonoidAll)
+}

v2/assert/monoid_test.go

@@ -0,0 +1,454 @@
+// Copyright (c) 2023 - 2025 IBM Corp.
+// All rights reserved.
+//
+// Licensed under the Apache License, Version 2.0 (the "License");
+// you may not use this file except in compliance with the License.
+// You may obtain a copy of the License at
+//
+// http://www.apache.org/licenses/LICENSE-2.0
+//
+// Unless required by applicable law or agreed to in writing, software
+// distributed under the License is distributed on an "AS IS" BASIS,
+// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+// See the License for the specific language governing permissions and
+// limitations under the License.
+
+package assert
+
+import (
+	"testing"
+)
+
+// TestApplicativeMonoid_Empty tests that Empty returns an assertion that always passes
+func TestApplicativeMonoid_Empty(t *testing.T) {
+	m := ApplicativeMonoid()
+	empty := m.Empty()
+
+	result := empty(t)
+	if !result {
+		t.Error("Expected Empty() to return an assertion that always passes")
+	}
+}
+
+// TestApplicativeMonoid_Concat_BothPass tests that Concat returns true when both assertions pass
+func TestApplicativeMonoid_Concat_BothPass(t *testing.T) {
+	m := ApplicativeMonoid()
+
+	assertion1 := Equal(42)(42)
+	assertion2 := Equal("hello")("hello")
+
+	combined := m.Concat(assertion1, assertion2)
+	result := combined(t)
+
+	if !result {
+		t.Error("Expected Concat to pass when both assertions pass")
+	}
+}
+
+// TestApplicativeMonoid_Concat_FirstFails tests that Concat returns false when first assertion fails
+func TestApplicativeMonoid_Concat_FirstFails(t *testing.T) {
+	mockT := &testing.T{}
+
+	m := ApplicativeMonoid()
+
+	assertion1 := Equal(42)(43) // This will fail
+	assertion2 := Equal("hello")("hello")
+
+	combined := m.Concat(assertion1, assertion2)
+	result := combined(mockT)
+
+	if result {
+		t.Error("Expected Concat to fail when first assertion fails")
+	}
+}
+
+// TestApplicativeMonoid_Concat_SecondFails tests that Concat returns false when second assertion fails
+func TestApplicativeMonoid_Concat_SecondFails(t *testing.T) {
+	mockT := &testing.T{}
+
+	m := ApplicativeMonoid()
+
+	assertion1 := Equal(42)(42)
+	assertion2 := Equal("hello")("world") // This will fail
+
+	combined := m.Concat(assertion1, assertion2)
+	result := combined(mockT)
+
+	if result {
+		t.Error("Expected Concat to fail when second assertion fails")
+	}
+}
+
+// TestApplicativeMonoid_Concat_BothFail tests that Concat returns false when both assertions fail
+func TestApplicativeMonoid_Concat_BothFail(t *testing.T) {
+	mockT := &testing.T{}
+
+	m := ApplicativeMonoid()
+
+	assertion1 := Equal(42)(43)           // This will fail
+	assertion2 := Equal("hello")("world") // This will fail
+
+	combined := m.Concat(assertion1, assertion2)
+	result := combined(mockT)
+
+	if result {
+		t.Error("Expected Concat to fail when both assertions fail")
+	}
+}
+
+// TestApplicativeMonoid_LeftIdentity tests the left identity law: Concat(Empty(), a) = a
+func TestApplicativeMonoid_LeftIdentity(t *testing.T) {
+	m := ApplicativeMonoid()
+
+	assertion := Equal(42)(42)
+
+	// Concat(Empty(), assertion) should behave the same as assertion
+	combined := m.Concat(m.Empty(), assertion)
+
+	result1 := assertion(t)
+	result2 := combined(t)
+
+	if result1 != result2 {
+		t.Error("Left identity law violated: Concat(Empty(), a) should equal a")
+	}
+}
+
+// TestApplicativeMonoid_RightIdentity tests the right identity law: Concat(a, Empty()) = a
+func TestApplicativeMonoid_RightIdentity(t *testing.T) {
+	m := ApplicativeMonoid()
+
+	assertion := Equal(42)(42)
+
+	// Concat(assertion, Empty()) should behave the same as assertion
+	combined := m.Concat(assertion, m.Empty())
+
+	result1 := assertion(t)
+	result2 := combined(t)
+
+	if result1 != result2 {
+		t.Error("Right identity law violated: Concat(a, Empty()) should equal a")
+	}
+}
+
+// TestApplicativeMonoid_Associativity tests the associativity law: Concat(Concat(a, b), c) = Concat(a, Concat(b, c))
+func TestApplicativeMonoid_Associativity(t *testing.T) {
+	m := ApplicativeMonoid()
+
+	a1 := Equal(1)(1)
+	a2 := Equal(2)(2)
+	a3 := Equal(3)(3)
+
+	// Concat(Concat(a1, a2), a3)
+	left := m.Concat(m.Concat(a1, a2), a3)
+
+	// Concat(a1, Concat(a2, a3))
+	right := m.Concat(a1, m.Concat(a2, a3))
+
+	result1 := left(t)
+	result2 := right(t)
+
+	if result1 != result2 {
+		t.Error("Associativity law violated: Concat(Concat(a, b), c) should equal Concat(a, Concat(b, c))")
+	}
+}
+
+// TestApplicativeMonoid_AssociativityWithFailure tests associativity when assertions fail
+func TestApplicativeMonoid_AssociativityWithFailure(t *testing.T) {
+	mockT := &testing.T{}
+	m := ApplicativeMonoid()
+
+	a1 := Equal(1)(1)
+	a2 := Equal(2)(3) // This will fail
+	a3 := Equal(3)(3)
+
+	// Concat(Concat(a1, a2), a3)
+	left := m.Concat(m.Concat(a1, a2), a3)
+
+	// Concat(a1, Concat(a2, a3))
+	right := m.Concat(a1, m.Concat(a2, a3))
+
+	result1 := left(mockT)
+	result2 := right(mockT)
+
+	if result1 != result2 {
+		t.Error("Associativity law violated even with failures")
+	}
+
+	if result1 || result2 {
+		t.Error("Expected both to fail when one assertion fails")
+	}
+}
+
+// TestApplicativeMonoid_ComplexAssertions tests combining complex assertions
+func TestApplicativeMonoid_ComplexAssertions(t *testing.T) {
+	m := ApplicativeMonoid()
+
+	arr := []int{1, 2, 3, 4, 5}
+	mp := map[string]int{"a": 1, "b": 2}
+
+	arrayAssertions := m.Concat(
+		ArrayNotEmpty(arr),
+		m.Concat(
+			ArrayLength[int](5)(arr),
+			ArrayContains(3)(arr),
+		),
+	)
+
+	mapAssertions := m.Concat(
+		RecordNotEmpty(mp),
+		RecordLength[string, int](2)(mp),
+	)
+
+	combined := m.Concat(arrayAssertions, mapAssertions)
+
+	result := combined(t)
+	if !result {
+		t.Error("Expected complex combined assertions to pass")
+	}
+}
+
+// TestApplicativeMonoid_ComplexAssertionsWithFailure tests complex assertions when one fails
+func TestApplicativeMonoid_ComplexAssertionsWithFailure(t *testing.T) {
+	mockT := &testing.T{}
+	m := ApplicativeMonoid()
+
+	arr := []int{1, 2, 3}
+	mp := map[string]int{"a": 1, "b": 2}
+
+	arrayAssertions := m.Concat(
+		ArrayNotEmpty(arr),
+		m.Concat(
+			ArrayLength[int](5)(arr), // This will fail - array has 3 elements, not 5
+			ArrayContains(3)(arr),
+		),
+	)
+
+	mapAssertions := m.Concat(
+		RecordNotEmpty(mp),
+		RecordLength[string, int](2)(mp),
+	)
+
+	combined := m.Concat(arrayAssertions, mapAssertions)
+
+	result := combined(mockT)
+	if result {
+		t.Error("Expected complex combined assertions to fail when one assertion fails")
+	}
+}
+
+// TestApplicativeMonoid_MultipleConcat tests chaining multiple Concat operations
+func TestApplicativeMonoid_MultipleConcat(t *testing.T) {
+	m := ApplicativeMonoid()
+
+	a1 := Equal(1)(1)
+	a2 := Equal(2)(2)
+	a3 := Equal(3)(3)
+	a4 := Equal(4)(4)
+
+	combined := m.Concat(
+		m.Concat(a1, a2),
+		m.Concat(a3, a4),
+	)
+
+	result := combined(t)
+	if !result {
+		t.Error("Expected multiple Concat operations to pass when all assertions pass")
+	}
+}
+
+// TestApplicativeMonoid_WithStringAssertions tests combining string assertions
+func TestApplicativeMonoid_WithStringAssertions(t *testing.T) {
+	m := ApplicativeMonoid()
+
+	str := "hello world"
+
+	combined := m.Concat(
+		StringNotEmpty(str),
+		StringLength[any, any](11)(str),
+	)
+
+	result := combined(t)
+	if !result {
+		t.Error("Expected string assertions to pass")
+	}
+}
+
+// TestApplicativeMonoid_WithBooleanAssertions tests combining boolean assertions
+func TestApplicativeMonoid_WithBooleanAssertions(t *testing.T) {
+	m := ApplicativeMonoid()
+
+	combined := m.Concat(
+		Equal(true)(true),
+		m.Concat(
+			Equal(false)(false),
+			Equal(true)(true),
+		),
+	)
+
+	result := combined(t)
+	if !result {
+		t.Error("Expected boolean assertions to pass")
+	}
+}
+
+// TestApplicativeMonoid_WithErrorAssertions tests combining error assertions
+func TestApplicativeMonoid_WithErrorAssertions(t *testing.T) {
+	m := ApplicativeMonoid()
+
+	combined := m.Concat(
+		NoError(nil),
+		Equal("test")("test"),
+	)
+
+	result := combined(t)
+	if !result {
+		t.Error("Expected error assertions to pass")
+	}
+}
+
+// TestApplicativeMonoid_EmptyWithMultipleConcat tests Empty with multiple Concat operations
+func TestApplicativeMonoid_EmptyWithMultipleConcat(t *testing.T) {
+	m := ApplicativeMonoid()
+
+	assertion := Equal(42)(42)
+
+	// Multiple Empty values should still act as identity
+	combined := m.Concat(
+		m.Empty(),
+		m.Concat(
+			assertion,
+			m.Empty(),
+		),
+	)
+
+	result1 := assertion(t)
+	result2 := combined(t)
+
+	if result1 != result2 {
+		t.Error("Multiple Empty values should still act as identity")
+	}
+}
+
+// TestApplicativeMonoid_OnlyEmpty tests using only Empty values
+func TestApplicativeMonoid_OnlyEmpty(t *testing.T) {
+	m := ApplicativeMonoid()
+
+	// Concat of Empty values should still be Empty (identity)
+	combined := m.Concat(m.Empty(), m.Empty())
+
+	result := combined(t)
+	if !result {
+		t.Error("Expected Concat of Empty values to pass")
+	}
+}
+
+// TestApplicativeMonoid_RealWorldExample tests a realistic use case
+func TestApplicativeMonoid_RealWorldExample(t *testing.T) {
+	type User struct {
+		Name  string
+		Age   int
+		Email string
+	}
+
+	m := ApplicativeMonoid()
+
+	validateUser := func(u User) Reader {
+		return m.Concat(
+			StringNotEmpty(u.Name),
+			m.Concat(
+				That(func(age int) bool { return age > 0 })(u.Age),
+				m.Concat(
+					That(func(age int) bool { return age < 150 })(u.Age),
+					That(func(email string) bool {
+						for _, ch := range email {
+							if ch == '@' {
+								return true
+							}
+						}
+						return false
+					})(u.Email),
+				),
+			),
+		)
+	}
+
+	validUser := User{Name: "Alice", Age: 30, Email: "alice@example.com"}
+	result := validateUser(validUser)(t)
+
+	if !result {
+		t.Error("Expected valid user to pass all validations")
+	}
+}
+
+// TestApplicativeMonoid_RealWorldExampleWithFailure tests a realistic use case with failure
+func TestApplicativeMonoid_RealWorldExampleWithFailure(t *testing.T) {
+	mockT := &testing.T{}
+
+	type User struct {
+		Name  string
+		Age   int
+		Email string
+	}
+
+	m := ApplicativeMonoid()
+
+	validateUser := func(u User) Reader {
+		return m.Concat(
+			StringNotEmpty(u.Name),
+			m.Concat(
+				That(func(age int) bool { return age > 0 })(u.Age),
+				m.Concat(
+					That(func(age int) bool { return age < 150 })(u.Age),
+					That(func(email string) bool {
+						for _, ch := range email {
+							if ch == '@' {
+								return true
+							}
+						}
+						return false
+					})(u.Email),
+				),
+			),
+		)
+	}
+
+	invalidUser := User{Name: "Bob", Age: 200, Email: "bob@test.com"} // Age > 150
+	result := validateUser(invalidUser)(mockT)
+
+	if result {
+		t.Error("Expected invalid user to fail validation")
+	}
+}
+
+// TestApplicativeMonoid_IntegrationWithAllOf demonstrates relationship with AllOf
+func TestApplicativeMonoid_IntegrationWithAllOf(t *testing.T) {
+	m := ApplicativeMonoid()
+	arr := []int{1, 2, 3, 4, 5}
+
+	// Using ApplicativeMonoid directly
+	manualCombination := m.Concat(
+		ArrayNotEmpty(arr),
+		m.Concat(
+			ArrayLength[int](5)(arr),
+			ArrayContains(3)(arr),
+		),
+	)
+
+	// Using AllOf (which uses ApplicativeMonoid internally)
+	allOfCombination := AllOf([]Reader{
+		ArrayNotEmpty(arr),
+		ArrayLength[int](5)(arr),
+		ArrayContains(3)(arr),
+	})
+
+	result1 := manualCombination(t)
+	result2 := allOfCombination(t)
+
+	if result1 != result2 {
+		t.Error("Expected manual combination and AllOf to produce same result")
+	}
+
+	if !result1 || !result2 {
+		t.Error("Expected both combinations to pass")
+	}
+}

v2/assert/traverse.go

@@ -0,0 +1,650 @@
+// Copyright (c) 2023 - 2025 IBM Corp.
+// All rights reserved.
+//
+// Licensed under the Apache License, Version 2.0 (the "License");
+// you may not use this file except in compliance with the License.
+// You may obtain a copy of the License at
+//
+// http://www.apache.org/licenses/LICENSE-2.0
+//
+// Unless required by applicable law or agreed to in writing, software
+// distributed under the License is distributed on an "AS IS" BASIS,
+// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+// See the License for the specific language governing permissions and
+// limitations under the License.
+
+package assert
+
+import (
+	"testing"
+
+	"github.com/IBM/fp-go/v2/pair"
+	"github.com/IBM/fp-go/v2/reader"
+)
+
+// TraverseArray transforms an array of values into a test suite by applying a function
+// that generates named test cases for each element.
+//
+// This function enables data-driven testing where you have a collection of test inputs
+// and want to run a named subtest for each one. It follows the functional programming
+// pattern of "traverse" - transforming a collection while preserving structure and
+// accumulating effects (in this case, test execution).
+//
+// The function takes each element of the array, applies the provided function to generate
+// a [Pair] of (test name, test assertion), and runs each as a separate subtest using
+// Go's t.Run. All subtests must pass for the overall test to pass.
+//
+// # Parameters
+//
+//   - f: A function that takes a value of type T and returns a [Pair] containing:
+//   - Head: The test name (string) for the subtest
+//   - Tail: The test assertion ([Reader]) to execute
+//
+// # Returns
+//
+//   - A [Kleisli] function that takes an array of T and returns a [Reader] that:
+//   - Executes each element as a named subtest
+//   - Returns true only if all subtests pass
+//   - Provides proper test isolation and reporting via t.Run
+//
+// # Use Cases
+//
+//   - Data-driven testing with multiple test cases
+//   - Parameterized tests where each parameter gets its own subtest
+//   - Testing collections where each element needs validation
+//   - Property-based testing with generated test data
+//
+// # Example - Basic Data-Driven Testing
+//
+//	func TestMathOperations(t *testing.T) {
+//	    type TestCase struct {
+//	        Input    int
+//	        Expected int
+//	    }
+//
+//	    testCases := []TestCase{
+//	        {Input: 2, Expected: 4},
+//	        {Input: 3, Expected: 9},
+//	        {Input: 4, Expected: 16},
+//	    }
+//
+//	    square := func(n int) int { return n * n }
+//
+//	    traverse := assert.TraverseArray(func(tc TestCase) assert.Pair[string, assert.Reader] {
+//	        name := fmt.Sprintf("square(%d)=%d", tc.Input, tc.Expected)
+//	        assertion := assert.Equal(tc.Expected)(square(tc.Input))
+//	        return pair.MakePair(name, assertion)
+//	    })
+//
+//	    traverse(testCases)(t)
+//	}
+//
+// # Example - String Validation
+//
+//	func TestStringValidation(t *testing.T) {
+//	    inputs := []string{"hello", "world", "test"}
+//
+//	    traverse := assert.TraverseArray(func(s string) assert.Pair[string, assert.Reader] {
+//	        return pair.MakePair(
+//	            fmt.Sprintf("validate_%s", s),
+//	            assert.AllOf([]assert.Reader{
+//	                assert.StringNotEmpty(s),
+//	                assert.That(func(str string) bool { return len(str) > 0 })(s),
+//	            }),
+//	        )
+//	    })
+//
+//	    traverse(inputs)(t)
+//	}
+//
+// # Example - Complex Object Testing
+//
+//	func TestUsers(t *testing.T) {
+//	    type User struct {
+//	        Name  string
+//	        Age   int
+//	        Email string
+//	    }
+//
+//	    users := []User{
+//	        {Name: "Alice", Age: 30, Email: "alice@example.com"},
+//	        {Name: "Bob", Age: 25, Email: "bob@example.com"},
+//	    }
+//
+//	    traverse := assert.TraverseArray(func(u User) assert.Pair[string, assert.Reader] {
+//	        return pair.MakePair(
+//	            fmt.Sprintf("user_%s", u.Name),
+//	            assert.AllOf([]assert.Reader{
+//	                assert.StringNotEmpty(u.Name),
+//	                assert.That(func(age int) bool { return age > 0 })(u.Age),
+//	                assert.That(func(email string) bool {
+//	                    return len(email) > 0 && strings.Contains(email, "@")
+//	                })(u.Email),
+//	            }),
+//	        )
+//	    })
+//
+//	    traverse(users)(t)
+//	}
+//
+// # Comparison with RunAll
+//
+// TraverseArray and [RunAll] serve similar purposes but differ in their approach:
+//
+//   - TraverseArray: Generates test cases from an array of data
+//
+//   - Input: Array of values + function to generate test cases
+//
+//   - Use when: You have test data and need to generate test cases from it
+//
+//   - RunAll: Executes pre-defined named test cases
+//
+//   - Input: Map of test names to assertions
+//
+//   - Use when: You have already defined test cases with names
+//
+// # Related Functions
+//
+//   - [SequenceSeq2]: Similar but works with Go iterators (Seq2) instead of arrays
+//   - [RunAll]: Executes a map of named test cases
+//   - [AllOf]: Combines multiple assertions without subtests
+//
+// # References
+//
+//   - Haskell traverse: https://hackage.haskell.org/package/base/docs/Data-Traversable.html#v:traverse
+//   - Go subtests: https://go.dev/blog/subtests
+func TraverseArray[T any](f func(T) Pair[string, Reader]) Kleisli[[]T] {
+	return func(ts []T) Reader {
+		return func(t *testing.T) bool {
+			ok := true
+			for _, src := range ts {
+				test := f(src)
+				res := t.Run(pair.Head(test), func(t *testing.T) {
+					pair.Tail(test)(t)
+				})
+				ok = ok && res
+			}
+			return ok
+		}
+	}
+}
+
+// SequenceSeq2 executes a sequence of named test cases provided as a Go iterator.
+//
+// This function takes a [Seq2] iterator that yields (name, assertion) pairs and
+// executes each as a separate subtest using Go's t.Run. It's similar to [TraverseArray]
+// but works directly with Go's iterator protocol (introduced in Go 1.23) rather than
+// requiring an array.
+//
+// The function iterates through all test cases, running each as a named subtest.
+// All subtests must pass for the overall test to pass. This provides proper test
+// isolation and clear reporting of which specific test cases fail.
+//
+// # Parameters
+//
+//   - s: A [Seq2] iterator that yields pairs of:
+//   - Key: Test name (string) for the subtest
+//   - Value: Test assertion ([Reader]) to execute
+//
+// # Returns
+//
+//   - A [Reader] that:
+//   - Executes each test case as a named subtest
+//   - Returns true only if all subtests pass
+//   - Provides proper test isolation via t.Run
+//
+// # Use Cases
+//
+//   - Working with iterator-based test data
+//   - Lazy evaluation of test cases
+//   - Integration with Go 1.23+ iterator patterns
+//   - Memory-efficient testing of large test suites
+//
+// # Example - Basic Usage with Iterator
+//
+//	func TestWithIterator(t *testing.T) {
+//	    // Create an iterator of test cases
+//	    testCases := func(yield func(string, assert.Reader) bool) {
+//	        if !yield("test_addition", assert.Equal(4)(2+2)) {
+//	            return
+//	        }
+//	        if !yield("test_subtraction", assert.Equal(1)(3-2)) {
+//	            return
+//	        }
+//	        if !yield("test_multiplication", assert.Equal(6)(2*3)) {
+//	            return
+//	        }
+//	    }
+//
+//	    assert.SequenceSeq2(testCases)(t)
+//	}
+//
+// # Example - Generated Test Cases
+//
+//	func TestGeneratedCases(t *testing.T) {
+//	    // Generate test cases on the fly
+//	    generateTests := func(yield func(string, assert.Reader) bool) {
+//	        for i := 1; i <= 5; i++ {
+//	            name := fmt.Sprintf("test_%d", i)
+//	            assertion := assert.Equal(i*i)(i * i)
+//	            if !yield(name, assertion) {
+//	                return
+//	            }
+//	        }
+//	    }
+//
+//	    assert.SequenceSeq2(generateTests)(t)
+//	}
+//
+// # Example - Filtering Test Cases
+//
+//	func TestFilteredCases(t *testing.T) {
+//	    type TestCase struct {
+//	        Name     string
+//	        Input    int
+//	        Expected int
+//	        Skip     bool
+//	    }
+//
+//	    allCases := []TestCase{
+//	        {Name: "test1", Input: 2, Expected: 4, Skip: false},
+//	        {Name: "test2", Input: 3, Expected: 9, Skip: true},
+//	        {Name: "test3", Input: 4, Expected: 16, Skip: false},
+//	    }
+//
+//	    // Create iterator that filters out skipped tests
+//	    activeTests := func(yield func(string, assert.Reader) bool) {
+//	        for _, tc := range allCases {
+//	            if !tc.Skip {
+//	                assertion := assert.Equal(tc.Expected)(tc.Input * tc.Input)
+//	                if !yield(tc.Name, assertion) {
+//	                    return
+//	                }
+//	            }
+//	        }
+//	    }
+//
+//	    assert.SequenceSeq2(activeTests)(t)
+//	}
+//
+// # Comparison with TraverseArray
+//
+// SequenceSeq2 and [TraverseArray] serve similar purposes but differ in their input:
+//
+//   - SequenceSeq2: Works with iterators (Seq2)
+//
+//   - Input: Iterator yielding (name, assertion) pairs
+//
+//   - Use when: Working with Go 1.23+ iterators or lazy evaluation
+//
+//   - Memory: More efficient for large test suites (lazy evaluation)
+//
+//   - TraverseArray: Works with arrays
+//
+//   - Input: Array of values + transformation function
+//
+//   - Use when: You have an array of test data
+//
+//   - Memory: All test data must be in memory
+//
+// # Comparison with RunAll
+//
+// SequenceSeq2 and [RunAll] are very similar:
+//
+//   - SequenceSeq2: Takes an iterator (Seq2)
+//   - RunAll: Takes a map[string]Reader
+//
+// Both execute named test cases as subtests. Choose based on your data structure:
+// use SequenceSeq2 for iterators, RunAll for maps.
+//
+// # Related Functions
+//
+//   - [TraverseArray]: Similar but works with arrays instead of iterators
+//   - [RunAll]: Executes a map of named test cases
+//   - [AllOf]: Combines multiple assertions without subtests
+//
+// # References
+//
+//   - Go iterators: https://go.dev/blog/range-functions
+//   - Go subtests: https://go.dev/blog/subtests
+//   - Haskell sequence: https://hackage.haskell.org/package/base/docs/Data-Traversable.html#v:sequence
+func SequenceSeq2[T any](s Seq2[string, Reader]) Reader {
+	return func(t *testing.T) bool {
+		ok := true
+		for name, test := range s {
+			res := t.Run(name, func(t *testing.T) {
+				test(t)
+			})
+			ok = ok && res
+		}
+		return ok
+	}
+}
+
+// TraverseRecord transforms a map of values into a test suite by applying a function
+// that generates test assertions for each map entry.
+//
+// This function enables data-driven testing where you have a map of test data and want
+// to run a named subtest for each entry. The map keys become test names, and the function
+// transforms each value into a test assertion. It follows the functional programming
+// pattern of "traverse" - transforming a collection while preserving structure and
+// accumulating effects (in this case, test execution).
+//
+// The function takes each key-value pair from the map, applies the provided function to
+// generate a [Reader] assertion, and runs each as a separate subtest using Go's t.Run.
+// All subtests must pass for the overall test to pass.
+//
+// # Parameters
+//
+//   - f: A [Kleisli] function that takes a value of type T and returns a [Reader] assertion
+//
+// # Returns
+//
+//   - A [Kleisli] function that takes a map[string]T and returns a [Reader] that:
+//   - Executes each map entry as a named subtest (using the key as the test name)
+//   - Returns true only if all subtests pass
+//   - Provides proper test isolation and reporting via t.Run
+//
+// # Use Cases
+//
+//   - Data-driven testing with named test cases in a map
+//   - Testing configuration maps where keys are meaningful names
+//   - Validating collections where natural keys exist
+//   - Property-based testing with named scenarios
+//
+// # Example - Basic Configuration Testing
+//
+//	func TestConfigurations(t *testing.T) {
+//	    configs := map[string]int{
+//	        "timeout":     30,
+//	        "maxRetries":  3,
+//	        "bufferSize":  1024,
+//	    }
+//
+//	    validatePositive := assert.That(func(n int) bool { return n > 0 })
+//
+//	    traverse := assert.TraverseRecord(validatePositive)
+//	    traverse(configs)(t)
+//	}
+//
+// # Example - User Validation
+//
+//	func TestUserMap(t *testing.T) {
+//	    type User struct {
+//	        Name string
+//	        Age  int
+//	    }
+//
+//	    users := map[string]User{
+//	        "alice": {Name: "Alice", Age: 30},
+//	        "bob":   {Name: "Bob", Age: 25},
+//	        "carol": {Name: "Carol", Age: 35},
+//	    }
+//
+//	    validateUser := func(u User) assert.Reader {
+//	        return assert.AllOf([]assert.Reader{
+//	            assert.StringNotEmpty(u.Name),
+//	            assert.That(func(age int) bool { return age > 0 && age < 150 })(u.Age),
+//	        })
+//	    }
+//
+//	    traverse := assert.TraverseRecord(validateUser)
+//	    traverse(users)(t)
+//	}
+//
+// # Example - API Endpoint Testing
+//
+//	func TestEndpoints(t *testing.T) {
+//	    type Endpoint struct {
+//	        Path   string
+//	        Method string
+//	    }
+//
+//	    endpoints := map[string]Endpoint{
+//	        "get_users":    {Path: "/api/users", Method: "GET"},
+//	        "create_user":  {Path: "/api/users", Method: "POST"},
+//	        "delete_user":  {Path: "/api/users/:id", Method: "DELETE"},
+//	    }
+//
+//	    validateEndpoint := func(e Endpoint) assert.Reader {
+//	        return assert.AllOf([]assert.Reader{
+//	            assert.StringNotEmpty(e.Path),
+//	            assert.That(func(path string) bool {
+//	                return strings.HasPrefix(path, "/api/")
+//	            })(e.Path),
+//	            assert.That(func(method string) bool {
+//	                return method == "GET" || method == "POST" ||
+//	                       method == "PUT" || method == "DELETE"
+//	            })(e.Method),
+//	        })
+//	    }
+//
+//	    traverse := assert.TraverseRecord(validateEndpoint)
+//	    traverse(endpoints)(t)
+//	}
+//
+// # Comparison with TraverseArray
+//
+// TraverseRecord and [TraverseArray] serve similar purposes but differ in their input:
+//
+//   - TraverseRecord: Works with maps (records)
+//
+//   - Input: Map with string keys + transformation function
+//
+//   - Use when: You have named test data in a map
+//
+//   - Test names: Derived from map keys
+//
+//   - TraverseArray: Works with arrays
+//
+//   - Input: Array of values + function that generates names and assertions
+//
+//   - Use when: You have sequential test data
+//
+//   - Test names: Generated by the transformation function
+//
+// # Comparison with SequenceRecord
+//
+// TraverseRecord and [SequenceRecord] are closely related:
+//
+//   - TraverseRecord: Transforms values into assertions
+//
+//   - Input: map[string]T + function T -> Reader
+//
+//   - Use when: You need to transform data before asserting
+//
+//   - SequenceRecord: Executes pre-defined assertions
+//
+//   - Input: map[string]Reader
+//
+//   - Use when: Assertions are already defined
+//
+// # Related Functions
+//
+//   - [SequenceRecord]: Similar but takes pre-defined assertions
+//   - [TraverseArray]: Similar but works with arrays
+//   - [RunAll]: Alias for SequenceRecord
+//
+// # References
+//
+//   - Haskell traverse: https://hackage.haskell.org/package/base/docs/Data-Traversable.html#v:traverse
+//   - Go subtests: https://go.dev/blog/subtests
+func TraverseRecord[T any](f Kleisli[T]) Kleisli[map[string]T] {
+	return func(m map[string]T) Reader {
+		return func(t *testing.T) bool {
+			ok := true
+			for name, src := range m {
+				res := t.Run(name, func(t *testing.T) {
+					f(src)(t)
+				})
+				ok = ok && res
+			}
+			return ok
+		}
+	}
+}
+
+// SequenceRecord executes a map of named test cases as subtests.
+//
+// This function takes a map where keys are test names and values are test assertions
+// ([Reader]), and executes each as a separate subtest using Go's t.Run. It's the
+// record (map) equivalent of [SequenceSeq2] and is actually aliased as [RunAll] for
+// convenience.
+//
+// The function iterates through all map entries, running each as a named subtest.
+// All subtests must pass for the overall test to pass. This provides proper test
+// isolation and clear reporting of which specific test cases fail.
+//
+// # Parameters
+//
+//   - m: A map[string]Reader where:
+//   - Keys: Test names (strings) for the subtests
+//   - Values: Test assertions ([Reader]) to execute
+//
+// # Returns
+//
+//   - A [Reader] that:
+//   - Executes each map entry as a named subtest
+//   - Returns true only if all subtests pass
+//   - Provides proper test isolation via t.Run
+//
+// # Use Cases
+//
+//   - Executing a collection of pre-defined named test cases
+//   - Organizing related tests in a map structure
+//   - Running multiple assertions with descriptive names
+//   - Building test suites programmatically
+//
+// # Example - Basic Named Tests
+//
+//	func TestMathOperations(t *testing.T) {
+//	    tests := map[string]assert.Reader{
+//	        "addition":       assert.Equal(4)(2 + 2),
+//	        "subtraction":    assert.Equal(1)(3 - 2),
+//	        "multiplication": assert.Equal(6)(2 * 3),
+//	        "division":       assert.Equal(2)(6 / 3),
+//	    }
+//
+//	    assert.SequenceRecord(tests)(t)
+//	}
+//
+// # Example - String Validation Suite
+//
+//	func TestStringValidations(t *testing.T) {
+//	    testString := "hello world"
+//
+//	    tests := map[string]assert.Reader{
+//	        "not_empty":      assert.StringNotEmpty(testString),
+//	        "correct_length": assert.StringLength[any, any](11)(testString),
+//	        "has_space":      assert.That(func(s string) bool {
+//	            return strings.Contains(s, " ")
+//	        })(testString),
+//	        "lowercase":      assert.That(func(s string) bool {
+//	            return s == strings.ToLower(s)
+//	        })(testString),
+//	    }
+//
+//	    assert.SequenceRecord(tests)(t)
+//	}
+//
+// # Example - Complex Object Validation
+//
+//	func TestUserValidation(t *testing.T) {
+//	    type User struct {
+//	        Name  string
+//	        Age   int
+//	        Email string
+//	    }
+//
+//	    user := User{Name: "Alice", Age: 30, Email: "alice@example.com"}
+//
+//	    tests := map[string]assert.Reader{
+//	        "name_not_empty": assert.StringNotEmpty(user.Name),
+//	        "age_positive":   assert.That(func(age int) bool { return age > 0 })(user.Age),
+//	        "age_reasonable": assert.That(func(age int) bool { return age < 150 })(user.Age),
+//	        "email_valid":    assert.That(func(email string) bool {
+//	            return strings.Contains(email, "@") && strings.Contains(email, ".")
+//	        })(user.Email),
+//	    }
+//
+//	    assert.SequenceRecord(tests)(t)
+//	}
+//
+// # Example - Array Validation Suite
+//
+//	func TestArrayValidations(t *testing.T) {
+//	    numbers := []int{1, 2, 3, 4, 5}
+//
+//	    tests := map[string]assert.Reader{
+//	        "not_empty":      assert.ArrayNotEmpty(numbers),
+//	        "correct_length": assert.ArrayLength[int](5)(numbers),
+//	        "contains_three": assert.ArrayContains(3)(numbers),
+//	        "all_positive":   assert.That(func(arr []int) bool {
+//	            for _, n := range arr {
+//	                if n <= 0 {
+//	                    return false
+//	                }
+//	            }
+//	            return true
+//	        })(numbers),
+//	    }
+//
+//	    assert.SequenceRecord(tests)(t)
+//	}
+//
+// # Comparison with TraverseRecord
+//
+// SequenceRecord and [TraverseRecord] are closely related:
+//
+//   - SequenceRecord: Executes pre-defined assertions
+//
+//   - Input: map[string]Reader (assertions already created)
+//
+//   - Use when: You have already defined test cases with assertions
+//
+//   - TraverseRecord: Transforms values into assertions
+//
+//   - Input: map[string]T + function T -> Reader
+//
+//   - Use when: You need to transform data before asserting
+//
+// # Comparison with SequenceSeq2
+//
+// SequenceRecord and [SequenceSeq2] serve similar purposes but differ in their input:
+//
+//   - SequenceRecord: Works with maps
+//
+//   - Input: map[string]Reader
+//
+//   - Use when: You have named test cases in a map
+//
+//   - Iteration order: Non-deterministic (map iteration)
+//
+//   - SequenceSeq2: Works with iterators
+//
+//   - Input: Seq2[string, Reader]
+//
+//   - Use when: You have test cases in an iterator
+//
+//   - Iteration order: Deterministic (iterator order)
+//
+// # Note on Map Iteration Order
+//
+// Go maps have non-deterministic iteration order. If test execution order matters,
+// consider using [SequenceSeq2] with an iterator that provides deterministic ordering,
+// or use [TraverseArray] with a slice of test cases.
+//
+// # Related Functions
+//
+//   - [RunAll]: Alias for SequenceRecord
+//   - [TraverseRecord]: Similar but transforms values into assertions
+//   - [SequenceSeq2]: Similar but works with iterators
+//   - [TraverseArray]: Similar but works with arrays
+//
+// # References
+//
+//   - Go subtests: https://go.dev/blog/subtests
+//   - Haskell sequence: https://hackage.haskell.org/package/base/docs/Data-Traversable.html#v:sequence
+func SequenceRecord(m map[string]Reader) Reader {
+	return TraverseRecord(reader.Ask[Reader]())(m)
+}

v2/assert/traverse_test.go

@@ -0,0 +1,960 @@
+// Copyright (c) 2023 - 2025 IBM Corp.
+// All rights reserved.
+//
+// Licensed under the Apache License, Version 2.0 (the "License");
+// you may not use this file except in compliance with the License.
+// You may obtain a copy of the License at
+//
+// http://www.apache.org/licenses/LICENSE-2.0
+//
+// Unless required by applicable law or agreed to in writing, software
+// distributed under the License is distributed on an "AS IS" BASIS,
+// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+// See the License for the specific language governing permissions and
+// limitations under the License.
+
+package assert
+
+import (
+	"fmt"
+	"testing"
+
+	"github.com/IBM/fp-go/v2/pair"
+)
+
+// TestTraverseArray_EmptyArray tests that TraverseArray handles empty arrays correctly
+func TestTraverseArray_EmptyArray(t *testing.T) {
+	traverse := TraverseArray(func(n int) Pair[string, Reader] {
+		return pair.MakePair(
+			fmt.Sprintf("test_%d", n),
+			Equal(n)(n),
+		)
+	})
+
+	result := traverse([]int{})(t)
+	if !result {
+		t.Error("Expected TraverseArray to pass with empty array")
+	}
+}
+
+// TestTraverseArray_SingleElement tests TraverseArray with a single element
+func TestTraverseArray_SingleElement(t *testing.T) {
+	traverse := TraverseArray(func(n int) Pair[string, Reader] {
+		return pair.MakePair(
+			fmt.Sprintf("test_%d", n),
+			Equal(n*2)(n*2),
+		)
+	})
+
+	result := traverse([]int{5})(t)
+	if !result {
+		t.Error("Expected TraverseArray to pass with single element")
+	}
+}
+
+// TestTraverseArray_MultipleElements tests TraverseArray with multiple passing elements
+func TestTraverseArray_MultipleElements(t *testing.T) {
+	traverse := TraverseArray(func(n int) Pair[string, Reader] {
+		return pair.MakePair(
+			fmt.Sprintf("square_%d", n),
+			Equal(n*n)(n*n),
+		)
+	})
+
+	result := traverse([]int{1, 2, 3, 4, 5})(t)
+	if !result {
+		t.Error("Expected TraverseArray to pass with all passing elements")
+	}
+}
+
+// TestTraverseArray_WithFailure tests that TraverseArray fails when one element fails
+func TestTraverseArray_WithFailure(t *testing.T) {
+	t.Skip("Skipping test that intentionally creates failing subtests")
+	traverse := TraverseArray(func(n int) Pair[string, Reader] {
+		return pair.MakePair(
+			fmt.Sprintf("test_%d", n),
+			Equal(10)(n), // Will fail for all except 10
+		)
+	})
+
+	// Run in a subtest - we expect the subtests to fail, so t.Run returns false
+	result := traverse([]int{1, 2, 3})(t)
+
+	// The traverse should return false because assertions fail
+	if result {
+		t.Error("Expected traverse to return false when elements don't match")
+	}
+}
+
+// TestTraverseArray_MixedResults tests TraverseArray with some passing and some failing
+func TestTraverseArray_MixedResults(t *testing.T) {
+	t.Skip("Skipping test that intentionally creates failing subtests")
+	traverse := TraverseArray(func(n int) Pair[string, Reader] {
+		return pair.MakePair(
+			fmt.Sprintf("is_even_%d", n),
+			Equal(0)(n%2), // Only passes for even numbers
+		)
+	})
+
+	result := traverse([]int{2, 3, 4})(t) // 3 is odd, should fail
+
+	// The traverse should return false because one assertion fails
+	if result {
+		t.Error("Expected traverse to return false when some elements fail")
+	}
+}
+
+// TestTraverseArray_StringData tests TraverseArray with string data
+func TestTraverseArray_StringData(t *testing.T) {
+	words := []string{"hello", "world", "test"}
+
+	traverse := TraverseArray(func(s string) Pair[string, Reader] {
+		return pair.MakePair(
+			fmt.Sprintf("validate_%s", s),
+			AllOf([]Reader{
+				StringNotEmpty(s),
+				That(func(str string) bool { return len(str) > 0 })(s),
+			}),
+		)
+	})
+
+	result := traverse(words)(t)
+	if !result {
+		t.Error("Expected TraverseArray to pass with valid strings")
+	}
+}
+
+// TestTraverseArray_ComplexObjects tests TraverseArray with complex objects
+func TestTraverseArray_ComplexObjects(t *testing.T) {
+	type User struct {
+		Name string
+		Age  int
+	}
+
+	users := []User{
+		{Name: "Alice", Age: 30},
+		{Name: "Bob", Age: 25},
+		{Name: "Charlie", Age: 35},
+	}
+
+	traverse := TraverseArray(func(u User) Pair[string, Reader] {
+		return pair.MakePair(
+			fmt.Sprintf("user_%s", u.Name),
+			AllOf([]Reader{
+				StringNotEmpty(u.Name),
+				That(func(age int) bool { return age > 0 && age < 150 })(u.Age),
+			}),
+		)
+	})
+
+	result := traverse(users)(t)
+	if !result {
+		t.Error("Expected TraverseArray to pass with valid users")
+	}
+}
+
+// TestTraverseArray_ComplexObjectsWithFailure tests TraverseArray with invalid complex objects
+func TestTraverseArray_ComplexObjectsWithFailure(t *testing.T) {
+	t.Skip("Skipping test that intentionally creates failing subtests")
+	type User struct {
+		Name string
+		Age  int
+	}
+
+	users := []User{
+		{Name: "Alice", Age: 30},
+		{Name: "", Age: 25}, // Invalid: empty name
+		{Name: "Charlie", Age: 35},
+	}
+
+	traverse := TraverseArray(func(u User) Pair[string, Reader] {
+		return pair.MakePair(
+			fmt.Sprintf("user_%s", u.Name),
+			AllOf([]Reader{
+				StringNotEmpty(u.Name),
+				That(func(age int) bool { return age > 0 })(u.Age),
+			}),
+		)
+	})
+
+	result := traverse(users)(t)
+
+	// The traverse should return false because one user is invalid
+	if result {
+		t.Error("Expected traverse to return false with invalid user")
+	}
+}
+
+// TestTraverseArray_DataDrivenTesting demonstrates data-driven testing pattern
+func TestTraverseArray_DataDrivenTesting(t *testing.T) {
+	type TestCase struct {
+		Input    int
+		Expected int
+	}
+
+	testCases := []TestCase{
+		{Input: 2, Expected: 4},
+		{Input: 3, Expected: 9},
+		{Input: 4, Expected: 16},
+		{Input: 5, Expected: 25},
+	}
+
+	square := func(n int) int { return n * n }
+
+	traverse := TraverseArray(func(tc TestCase) Pair[string, Reader] {
+		return pair.MakePair(
+			fmt.Sprintf("square(%d)=%d", tc.Input, tc.Expected),
+			Equal(tc.Expected)(square(tc.Input)),
+		)
+	})
+
+	result := traverse(testCases)(t)
+	if !result {
+		t.Error("Expected all test cases to pass")
+	}
+}
+
+// TestSequenceSeq2_EmptySequence tests that SequenceSeq2 handles empty sequences correctly
+func TestSequenceSeq2_EmptySequence(t *testing.T) {
+	emptySeq := func(yield func(string, Reader) bool) {
+		// Empty - yields nothing
+	}
+
+	result := SequenceSeq2[Reader](emptySeq)(t)
+	if !result {
+		t.Error("Expected SequenceSeq2 to pass with empty sequence")
+	}
+}
+
+// TestSequenceSeq2_SingleTest tests SequenceSeq2 with a single test
+func TestSequenceSeq2_SingleTest(t *testing.T) {
+	singleSeq := func(yield func(string, Reader) bool) {
+		yield("test_one", Equal(42)(42))
+	}
+
+	result := SequenceSeq2[Reader](singleSeq)(t)
+	if !result {
+		t.Error("Expected SequenceSeq2 to pass with single test")
+	}
+}
+
+// TestSequenceSeq2_MultipleTests tests SequenceSeq2 with multiple passing tests
+func TestSequenceSeq2_MultipleTests(t *testing.T) {
+	multiSeq := func(yield func(string, Reader) bool) {
+		if !yield("test_addition", Equal(4)(2+2)) {
+			return
+		}
+		if !yield("test_subtraction", Equal(1)(3-2)) {
+			return
+		}
+		if !yield("test_multiplication", Equal(6)(2*3)) {
+			return
+		}
+	}
+
+	result := SequenceSeq2[Reader](multiSeq)(t)
+	if !result {
+		t.Error("Expected SequenceSeq2 to pass with all passing tests")
+	}
+}
+
+// TestSequenceSeq2_WithFailure tests that SequenceSeq2 fails when one test fails
+func TestSequenceSeq2_WithFailure(t *testing.T) {
+	t.Skip("Skipping test that intentionally creates failing subtests")
+	failSeq := func(yield func(string, Reader) bool) {
+		if !yield("test_pass", Equal(4)(2+2)) {
+			return
+		}
+		if !yield("test_fail", Equal(5)(2+2)) { // This will fail
+			return
+		}
+		if !yield("test_pass2", Equal(6)(2*3)) {
+			return
+		}
+	}
+
+	result := SequenceSeq2[Reader](failSeq)(t)
+
+	// The sequence should return false because one test fails
+	if result {
+		t.Error("Expected sequence to return false when one test fails")
+	}
+}
+
+// TestSequenceSeq2_GeneratedTests tests SequenceSeq2 with generated test cases
+func TestSequenceSeq2_GeneratedTests(t *testing.T) {
+	generateTests := func(yield func(string, Reader) bool) {
+		for i := 1; i <= 5; i++ {
+			name := fmt.Sprintf("test_%d", i)
+			assertion := Equal(i * i)(i * i)
+			if !yield(name, assertion) {
+				return
+			}
+		}
+	}
+
+	result := SequenceSeq2[Reader](generateTests)(t)
+	if !result {
+		t.Error("Expected all generated tests to pass")
+	}
+}
+
+// TestSequenceSeq2_StringTests tests SequenceSeq2 with string assertions
+func TestSequenceSeq2_StringTests(t *testing.T) {
+	stringSeq := func(yield func(string, Reader) bool) {
+		if !yield("test_hello", StringNotEmpty("hello")) {
+			return
+		}
+		if !yield("test_world", StringNotEmpty("world")) {
+			return
+		}
+		if !yield("test_length", StringLength[any, any](5)("hello")) {
+			return
+		}
+	}
+
+	result := SequenceSeq2[Reader](stringSeq)(t)
+	if !result {
+		t.Error("Expected all string tests to pass")
+	}
+}
+
+// TestSequenceSeq2_ArrayTests tests SequenceSeq2 with array assertions
+func TestSequenceSeq2_ArrayTests(t *testing.T) {
+	arr := []int{1, 2, 3, 4, 5}
+
+	arraySeq := func(yield func(string, Reader) bool) {
+		if !yield("test_not_empty", ArrayNotEmpty(arr)) {
+			return
+		}
+		if !yield("test_length", ArrayLength[int](5)(arr)) {
+			return
+		}
+		if !yield("test_contains", ArrayContains(3)(arr)) {
+			return
+		}
+	}
+
+	result := SequenceSeq2[Reader](arraySeq)(t)
+	if !result {
+		t.Error("Expected all array tests to pass")
+	}
+}
+
+// TestSequenceSeq2_ComplexAssertions tests SequenceSeq2 with complex combined assertions
+func TestSequenceSeq2_ComplexAssertions(t *testing.T) {
+	type User struct {
+		Name  string
+		Age   int
+		Email string
+	}
+
+	user := User{Name: "Alice", Age: 30, Email: "alice@example.com"}
+
+	userSeq := func(yield func(string, Reader) bool) {
+		if !yield("test_name", StringNotEmpty(user.Name)) {
+			return
+		}
+		if !yield("test_age", That(func(age int) bool { return age > 0 && age < 150 })(user.Age)) {
+			return
+		}
+		if !yield("test_email", That(func(email string) bool {
+			for _, ch := range email {
+				if ch == '@' {
+					return true
+				}
+			}
+			return false
+		})(user.Email)) {
+			return
+		}
+	}
+
+	result := SequenceSeq2[Reader](userSeq)(t)
+	if !result {
+		t.Error("Expected all user validation tests to pass")
+	}
+}
+
+// TestSequenceSeq2_EarlyTermination tests that SequenceSeq2 respects early termination
+func TestSequenceSeq2_EarlyTermination(t *testing.T) {
+	executionCount := 0
+
+	earlyTermSeq := func(yield func(string, Reader) bool) {
+		executionCount++
+		if !yield("test_1", Equal(1)(1)) {
+			return
+		}
+		executionCount++
+		if !yield("test_2", Equal(2)(2)) {
+			return
+		}
+		executionCount++
+		// This should execute even though we don't check the return
+		yield("test_3", Equal(3)(3))
+		executionCount++
+	}
+
+	SequenceSeq2[Reader](earlyTermSeq)(t)
+
+	// All iterations should execute since we're not terminating early
+	if executionCount != 4 {
+		t.Errorf("Expected 4 executions, got %d", executionCount)
+	}
+}
+
+// TestSequenceSeq2_WithMapConversion demonstrates converting a map to Seq2
+func TestSequenceSeq2_WithMapConversion(t *testing.T) {
+	testMap := map[string]Reader{
+		"test_addition":       Equal(4)(2 + 2),
+		"test_multiplication": Equal(6)(2 * 3),
+		"test_subtraction":    Equal(1)(3 - 2),
+	}
+
+	// Convert map to Seq2
+	mapSeq := func(yield func(string, Reader) bool) {
+		for name, assertion := range testMap {
+			if !yield(name, assertion) {
+				return
+			}
+		}
+	}
+
+	result := SequenceSeq2[Reader](mapSeq)(t)
+	if !result {
+		t.Error("Expected all map-based tests to pass")
+	}
+}
+
+// TestTraverseArray_vs_SequenceSeq2 demonstrates the relationship between the two functions
+func TestTraverseArray_vs_SequenceSeq2(t *testing.T) {
+	type TestCase struct {
+		Name     string
+		Input    int
+		Expected int
+	}
+
+	testCases := []TestCase{
+		{Name: "test_1", Input: 2, Expected: 4},
+		{Name: "test_2", Input: 3, Expected: 9},
+		{Name: "test_3", Input: 4, Expected: 16},
+	}
+
+	// Using TraverseArray
+	traverseResult := TraverseArray(func(tc TestCase) Pair[string, Reader] {
+		return pair.MakePair(tc.Name, Equal(tc.Expected)(tc.Input*tc.Input))
+	})(testCases)(t)
+
+	// Using SequenceSeq2
+	seqResult := SequenceSeq2[Reader](func(yield func(string, Reader) bool) {
+		for _, tc := range testCases {
+			if !yield(tc.Name, Equal(tc.Expected)(tc.Input*tc.Input)) {
+				return
+			}
+		}
+	})(t)
+
+	if traverseResult != seqResult {
+		t.Error("Expected TraverseArray and SequenceSeq2 to produce same result")
+	}
+
+	if !traverseResult || !seqResult {
+		t.Error("Expected both approaches to pass")
+	}
+}
+
+// TestTraverseRecord_EmptyMap tests that TraverseRecord handles empty maps correctly
+func TestTraverseRecord_EmptyMap(t *testing.T) {
+	traverse := TraverseRecord(func(n int) Reader {
+		return Equal(n)(n)
+	})
+
+	result := traverse(map[string]int{})(t)
+	if !result {
+		t.Error("Expected TraverseRecord to pass with empty map")
+	}
+}
+
+// TestTraverseRecord_SingleEntry tests TraverseRecord with a single map entry
+func TestTraverseRecord_SingleEntry(t *testing.T) {
+	traverse := TraverseRecord(func(n int) Reader {
+		return Equal(n * 2)(n * 2)
+	})
+
+	result := traverse(map[string]int{"test_5": 5})(t)
+	if !result {
+		t.Error("Expected TraverseRecord to pass with single entry")
+	}
+}
+
+// TestTraverseRecord_MultipleEntries tests TraverseRecord with multiple passing entries
+func TestTraverseRecord_MultipleEntries(t *testing.T) {
+	traverse := TraverseRecord(func(n int) Reader {
+		return Equal(n * n)(n * n)
+	})
+
+	result := traverse(map[string]int{
+		"square_1": 1,
+		"square_2": 2,
+		"square_3": 3,
+		"square_4": 4,
+		"square_5": 5,
+	})(t)
+
+	if !result {
+		t.Error("Expected TraverseRecord to pass with all passing entries")
+	}
+}
+
+// TestTraverseRecord_WithFailure tests that TraverseRecord fails when one entry fails
+func TestTraverseRecord_WithFailure(t *testing.T) {
+	t.Skip("Skipping test that intentionally creates failing subtests")
+	traverse := TraverseRecord(func(n int) Reader {
+		return Equal(10)(n) // Will fail for all except 10
+	})
+
+	result := traverse(map[string]int{
+		"test_1": 1,
+		"test_2": 2,
+		"test_3": 3,
+	})(t)
+
+	// The traverse should return false because entries don't match
+	if result {
+		t.Error("Expected traverse to return false when entries don't match")
+	}
+}
+
+// TestTraverseRecord_MixedResults tests TraverseRecord with some passing and some failing
+func TestTraverseRecord_MixedResults(t *testing.T) {
+	t.Skip("Skipping test that intentionally creates failing subtests")
+	traverse := TraverseRecord(func(n int) Reader {
+		return Equal(0)(n % 2) // Only passes for even numbers
+	})
+
+	result := traverse(map[string]int{
+		"even_2": 2,
+		"odd_3":  3,
+		"even_4": 4,
+	})(t)
+
+	// The traverse should return false because some entries fail
+	if result {
+		t.Error("Expected traverse to return false when some entries fail")
+	}
+}
+
+// TestTraverseRecord_StringData tests TraverseRecord with string data
+func TestTraverseRecord_StringData(t *testing.T) {
+	words := map[string]string{
+		"greeting": "hello",
+		"world":    "world",
+		"test":     "test",
+	}
+
+	traverse := TraverseRecord(func(s string) Reader {
+		return AllOf([]Reader{
+			StringNotEmpty(s),
+			That(func(str string) bool { return len(str) > 0 })(s),
+		})
+	})
+
+	result := traverse(words)(t)
+	if !result {
+		t.Error("Expected TraverseRecord to pass with valid strings")
+	}
+}
+
+// TestTraverseRecord_ComplexObjects tests TraverseRecord with complex objects
+func TestTraverseRecord_ComplexObjects(t *testing.T) {
+	type User struct {
+		Name string
+		Age  int
+	}
+
+	users := map[string]User{
+		"alice":   {Name: "Alice", Age: 30},
+		"bob":     {Name: "Bob", Age: 25},
+		"charlie": {Name: "Charlie", Age: 35},
+	}
+
+	traverse := TraverseRecord(func(u User) Reader {
+		return AllOf([]Reader{
+			StringNotEmpty(u.Name),
+			That(func(age int) bool { return age > 0 && age < 150 })(u.Age),
+		})
+	})
+
+	result := traverse(users)(t)
+	if !result {
+		t.Error("Expected TraverseRecord to pass with valid users")
+	}
+}
+
+// TestTraverseRecord_ComplexObjectsWithFailure tests TraverseRecord with invalid complex objects
+func TestTraverseRecord_ComplexObjectsWithFailure(t *testing.T) {
+	t.Skip("Skipping test that intentionally creates failing subtests")
+	type User struct {
+		Name string
+		Age  int
+	}
+
+	users := map[string]User{
+		"alice":   {Name: "Alice", Age: 30},
+		"invalid": {Name: "", Age: 25}, // Invalid: empty name
+		"charlie": {Name: "Charlie", Age: 35},
+	}
+
+	traverse := TraverseRecord(func(u User) Reader {
+		return AllOf([]Reader{
+			StringNotEmpty(u.Name),
+			That(func(age int) bool { return age > 0 })(u.Age),
+		})
+	})
+
+	result := traverse(users)(t)
+
+	// The traverse should return false because one user is invalid
+	if result {
+		t.Error("Expected traverse to return false with invalid user")
+	}
+}
+
+// TestTraverseRecord_ConfigurationTesting demonstrates configuration testing pattern
+func TestTraverseRecord_ConfigurationTesting(t *testing.T) {
+	configs := map[string]int{
+		"timeout":    30,
+		"maxRetries": 3,
+		"bufferSize": 1024,
+	}
+
+	validatePositive := That(func(n int) bool { return n > 0 })
+
+	traverse := TraverseRecord(validatePositive)
+	result := traverse(configs)(t)
+
+	if !result {
+		t.Error("Expected all configuration values to be positive")
+	}
+}
+
+// TestTraverseRecord_APIEndpointTesting demonstrates API endpoint testing pattern
+func TestTraverseRecord_APIEndpointTesting(t *testing.T) {
+	type Endpoint struct {
+		Path   string
+		Method string
+	}
+
+	endpoints := map[string]Endpoint{
+		"get_users":   {Path: "/api/users", Method: "GET"},
+		"create_user": {Path: "/api/users", Method: "POST"},
+		"delete_user": {Path: "/api/users/:id", Method: "DELETE"},
+	}
+
+	validateEndpoint := func(e Endpoint) Reader {
+		return AllOf([]Reader{
+			StringNotEmpty(e.Path),
+			That(func(path string) bool {
+				return len(path) > 0 && path[0] == '/'
+			})(e.Path),
+			That(func(method string) bool {
+				return method == "GET" || method == "POST" ||
+					method == "PUT" || method == "DELETE"
+			})(e.Method),
+		})
+	}
+
+	traverse := TraverseRecord(validateEndpoint)
+	result := traverse(endpoints)(t)
+
+	if !result {
+		t.Error("Expected all endpoints to be valid")
+	}
+}
+
+// TestSequenceRecord_EmptyMap tests that SequenceRecord handles empty maps correctly
+func TestSequenceRecord_EmptyMap(t *testing.T) {
+	result := SequenceRecord(map[string]Reader{})(t)
+	if !result {
+		t.Error("Expected SequenceRecord to pass with empty map")
+	}
+}
+
+// TestSequenceRecord_SingleTest tests SequenceRecord with a single test
+func TestSequenceRecord_SingleTest(t *testing.T) {
+	tests := map[string]Reader{
+		"test_one": Equal(42)(42),
+	}
+
+	result := SequenceRecord(tests)(t)
+	if !result {
+		t.Error("Expected SequenceRecord to pass with single test")
+	}
+}
+
+// TestSequenceRecord_MultipleTests tests SequenceRecord with multiple passing tests
+func TestSequenceRecord_MultipleTests(t *testing.T) {
+	tests := map[string]Reader{
+		"test_addition":       Equal(4)(2 + 2),
+		"test_subtraction":    Equal(1)(3 - 2),
+		"test_multiplication": Equal(6)(2 * 3),
+		"test_division":       Equal(2)(6 / 3),
+	}
+
+	result := SequenceRecord(tests)(t)
+	if !result {
+		t.Error("Expected SequenceRecord to pass with all passing tests")
+	}
+}
+
+// TestSequenceRecord_WithFailure tests that SequenceRecord fails when one test fails
+func TestSequenceRecord_WithFailure(t *testing.T) {
+	t.Skip("Skipping test that intentionally creates failing subtests")
+	tests := map[string]Reader{
+		"test_pass":  Equal(4)(2 + 2),
+		"test_fail":  Equal(5)(2 + 2), // This will fail
+		"test_pass2": Equal(6)(2 * 3),
+	}
+
+	result := SequenceRecord(tests)(t)
+
+	// The sequence should return false because one test fails
+	if result {
+		t.Error("Expected sequence to return false when one test fails")
+	}
+}
+
+// TestSequenceRecord_StringTests tests SequenceRecord with string assertions
+func TestSequenceRecord_StringTests(t *testing.T) {
+	testString := "hello world"
+
+	tests := map[string]Reader{
+		"not_empty":      StringNotEmpty(testString),
+		"correct_length": StringLength[any, any](11)(testString),
+		"has_space": That(func(s string) bool {
+			for _, ch := range s {
+				if ch == ' ' {
+					return true
+				}
+			}
+			return false
+		})(testString),
+	}
+
+	result := SequenceRecord(tests)(t)
+	if !result {
+		t.Error("Expected all string tests to pass")
+	}
+}
+
+// TestSequenceRecord_ArrayTests tests SequenceRecord with array assertions
+func TestSequenceRecord_ArrayTests(t *testing.T) {
+	arr := []int{1, 2, 3, 4, 5}
+
+	tests := map[string]Reader{
+		"not_empty":      ArrayNotEmpty(arr),
+		"correct_length": ArrayLength[int](5)(arr),
+		"contains_three": ArrayContains(3)(arr),
+		"all_positive": That(func(arr []int) bool {
+			for _, n := range arr {
+				if n <= 0 {
+					return false
+				}
+			}
+			return true
+		})(arr),
+	}
+
+	result := SequenceRecord(tests)(t)
+	if !result {
+		t.Error("Expected all array tests to pass")
+	}
+}
+
+// TestSequenceRecord_ComplexAssertions tests SequenceRecord with complex combined assertions
+func TestSequenceRecord_ComplexAssertions(t *testing.T) {
+	type User struct {
+		Name  string
+		Age   int
+		Email string
+	}
+
+	user := User{Name: "Alice", Age: 30, Email: "alice@example.com"}
+
+	tests := map[string]Reader{
+		"name_not_empty": StringNotEmpty(user.Name),
+		"age_positive":   That(func(age int) bool { return age > 0 })(user.Age),
+		"age_reasonable": That(func(age int) bool { return age < 150 })(user.Age),
+		"email_valid": That(func(email string) bool {
+			hasAt := false
+			hasDot := false
+			for _, ch := range email {
+				if ch == '@' {
+					hasAt = true
+				}
+				if ch == '.' {
+					hasDot = true
+				}
+			}
+			return hasAt && hasDot
+		})(user.Email),
+	}
+
+	result := SequenceRecord(tests)(t)
+	if !result {
+		t.Error("Expected all user validation tests to pass")
+	}
+}
+
+// TestSequenceRecord_MathOperations demonstrates basic math operations testing
+func TestSequenceRecord_MathOperations(t *testing.T) {
+	tests := map[string]Reader{
+		"addition":       Equal(4)(2 + 2),
+		"subtraction":    Equal(1)(3 - 2),
+		"multiplication": Equal(6)(2 * 3),
+		"division":       Equal(2)(6 / 3),
+		"modulo":         Equal(1)(7 % 3),
+	}
+
+	result := SequenceRecord(tests)(t)
+	if !result {
+		t.Error("Expected all math operations to pass")
+	}
+}
+
+// TestSequenceRecord_BooleanTests tests SequenceRecord with boolean assertions
+func TestSequenceRecord_BooleanTests(t *testing.T) {
+	tests := map[string]Reader{
+		"true_is_true":   Equal(true)(true),
+		"false_is_false": Equal(false)(false),
+		"not_true":       Equal(false)(!true),
+		"not_false":      Equal(true)(!false),
+	}
+
+	result := SequenceRecord(tests)(t)
+	if !result {
+		t.Error("Expected all boolean tests to pass")
+	}
+}
+
+// TestSequenceRecord_ErrorTests tests SequenceRecord with error assertions
+func TestSequenceRecord_ErrorTests(t *testing.T) {
+	tests := map[string]Reader{
+		"no_error":    NoError(nil),
+		"equal_value": Equal("test")("test"),
+		"not_empty":   StringNotEmpty("hello"),
+	}
+
+	result := SequenceRecord(tests)(t)
+	if !result {
+		t.Error("Expected all error tests to pass")
+	}
+}
+
+// TestTraverseRecord_vs_SequenceRecord demonstrates the relationship between the two functions
+func TestTraverseRecord_vs_SequenceRecord(t *testing.T) {
+	type TestCase struct {
+		Input    int
+		Expected int
+	}
+
+	testData := map[string]TestCase{
+		"test_1": {Input: 2, Expected: 4},
+		"test_2": {Input: 3, Expected: 9},
+		"test_3": {Input: 4, Expected: 16},
+	}
+
+	// Using TraverseRecord
+	traverseResult := TraverseRecord(func(tc TestCase) Reader {
+		return Equal(tc.Expected)(tc.Input * tc.Input)
+	})(testData)(t)
+
+	// Using SequenceRecord (manually creating the map)
+	tests := make(map[string]Reader)
+	for name, tc := range testData {
+		tests[name] = Equal(tc.Expected)(tc.Input * tc.Input)
+	}
+	seqResult := SequenceRecord(tests)(t)
+
+	if traverseResult != seqResult {
+		t.Error("Expected TraverseRecord and SequenceRecord to produce same result")
+	}
+
+	if !traverseResult || !seqResult {
+		t.Error("Expected both approaches to pass")
+	}
+}
+
+// TestSequenceRecord_WithAllOf demonstrates combining SequenceRecord with AllOf
+func TestSequenceRecord_WithAllOf(t *testing.T) {
+	arr := []int{1, 2, 3, 4, 5}
+
+	tests := map[string]Reader{
+		"array_validations": AllOf([]Reader{
+			ArrayNotEmpty(arr),
+			ArrayLength[int](5)(arr),
+			ArrayContains(3)(arr),
+		}),
+		"element_checks": AllOf([]Reader{
+			That(func(a []int) bool { return a[0] == 1 })(arr),
+			That(func(a []int) bool { return a[4] == 5 })(arr),
+		}),
+	}
+
+	result := SequenceRecord(tests)(t)
+	if !result {
+		t.Error("Expected combined assertions to pass")
+	}
+}
+
+// TestTraverseRecord_ConfigValidation demonstrates real-world configuration validation
+func TestTraverseRecord_ConfigValidation(t *testing.T) {
+	type Config struct {
+		Value int
+		Min   int
+		Max   int
+	}
+
+	configs := map[string]Config{
+		"timeout":    {Value: 30, Min: 1, Max: 60},
+		"maxRetries": {Value: 3, Min: 1, Max: 10},
+		"bufferSize": {Value: 1024, Min: 512, Max: 4096},
+	}
+
+	validateConfig := func(c Config) Reader {
+		return AllOf([]Reader{
+			That(func(val int) bool { return val >= c.Min })(c.Value),
+			That(func(val int) bool { return val <= c.Max })(c.Value),
+		})
+	}
+
+	traverse := TraverseRecord(validateConfig)
+	result := traverse(configs)(t)
+
+	if !result {
+		t.Error("Expected all configurations to be within valid ranges")
+	}
+}
+
+// TestSequenceRecord_RealWorldExample demonstrates a realistic use case
+func TestSequenceRecord_RealWorldExample(t *testing.T) {
+	type Response struct {
+		StatusCode int
+		Body       string
+	}
+
+	response := Response{StatusCode: 200, Body: `{"status":"ok"}`}
+
+	tests := map[string]Reader{
+		"status_ok":      Equal(200)(response.StatusCode),
+		"body_not_empty": StringNotEmpty(response.Body),
+		"body_is_json": That(func(s string) bool {
+			return len(s) > 0 && s[0] == '{' && s[len(s)-1] == '}'
+		})(response.Body),
+	}
+
+	result := SequenceRecord(tests)(t)
+	if !result {
+		t.Error("Expected response validation to pass")
+	}
+}

v2/assert/types.go

@@ -1,11 +1,32 @@
+// Copyright (c) 2023 - 2025 IBM Corp.
+// All rights reserved.
+//
+// Licensed under the Apache License, Version 2.0 (the "License");
+// you may not use this file except in compliance with the License.
+// You may obtain a copy of the License at
+//
+// http://www.apache.org/licenses/LICENSE-2.0
+//
+// Unless required by applicable law or agreed to in writing, software
+// distributed under the License is distributed on an "AS IS" BASIS,
+// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+// See the License for the specific language governing permissions and
+// limitations under the License.
+
 package assert
 
 import (
+	"iter"
 	"testing"
 
+	"github.com/IBM/fp-go/v2/context/readerio"
+	"github.com/IBM/fp-go/v2/context/readerioresult"
+	"github.com/IBM/fp-go/v2/function"
+	"github.com/IBM/fp-go/v2/io"
 	"github.com/IBM/fp-go/v2/optics/lens"
 	"github.com/IBM/fp-go/v2/optics/optional"
 	"github.com/IBM/fp-go/v2/optics/prism"
+	"github.com/IBM/fp-go/v2/pair"
 	"github.com/IBM/fp-go/v2/predicate"
 	"github.com/IBM/fp-go/v2/reader"
 	"github.com/IBM/fp-go/v2/result"
@@ -13,23 +34,506 @@ import (
 
 type (
 	// Result represents a computation that may fail with an error.
+	//
+	// This is an alias for [result.Result][T], which encapsulates either a successful
+	// value of type T or an error. It's commonly used in test assertions to represent
+	// operations that might fail, allowing for functional error handling without exceptions.
+	//
+	// A Result can be in one of two states:
+	//   - Success: Contains a value of type T
+	//   - Failure: Contains an error
+	//
+	// This type is particularly useful in testing scenarios where you need to:
+	//   - Test functions that return results
+	//   - Chain operations that might fail
+	//   - Handle errors functionally
+	//
+	// Example:
+	//
+	//	func TestResultHandling(t *testing.T) {
+	//	    successResult := result.Of[int](42)
+	//	    assert.Success(successResult)(t)  // Passes
+	//
+	//	    failureResult := result.Error[int](errors.New("failed"))
+	//	    assert.Failure(failureResult)(t)  // Passes
+	//	}
+	//
+	// See also:
+	//   - [Success]: Asserts a Result is successful
+	//   - [Failure]: Asserts a Result contains an error
+	//   - [result.Result]: The underlying Result type
 	Result[T any] = result.Result[T]
 
-	// Reader represents a test assertion that depends on a testing.T context and returns a boolean.
+	// Reader represents a test assertion that depends on a [testing.T] context and returns a boolean.
+	//
+	// This is the core type for all assertions in this package. It's an alias for
+	// [reader.Reader][*testing.T, bool], which is a function that takes a testing context
+	// and produces a boolean result indicating whether the assertion passed.
+	//
+	// The Reader pattern enables:
+	//   - Composable assertions that can be combined using functional operators
+	//   - Deferred execution - assertions are defined but not executed until applied to a test
+	//   - Reusable assertion logic that can be applied to multiple tests
+	//   - Functional composition of complex test conditions
+	//
+	// All assertion functions in this package return a Reader, which must be applied
+	// to a *testing.T to execute the assertion:
+	//
+	//	assertion := assert.Equal(42)(result)  // Creates a Reader
+	//	assertion(t)                            // Executes the assertion
+	//
+	// Readers can be composed using functions like [AllOf], [ApplicativeMonoid], or
+	// functional operators from the reader package.
+	//
+	// Example:
+	//
+	//	func TestReaderComposition(t *testing.T) {
+	//	    // Create individual assertions
+	//	    assertion1 := assert.Equal(42)(42)
+	//	    assertion2 := assert.StringNotEmpty("hello")
+	//
+	//	    // Combine them
+	//	    combined := assert.AllOf([]assert.Reader{assertion1, assertion2})
+	//
+	//	    // Execute the combined assertion
+	//	    combined(t)
+	//	}
+	//
+	// See also:
+	//   - [Kleisli]: Function that produces a Reader from a value
+	//   - [AllOf]: Combines multiple Readers
+	//   - [ApplicativeMonoid]: Monoid for combining Readers
 	Reader = reader.Reader[*testing.T, bool]
 
-	// Kleisli represents a function that produces a test assertion Reader from a value of type T.
+	// Kleisli represents a function that produces a test assertion [Reader] from a value of type T.
+	//
+	// This is an alias for [reader.Reader][T, Reader], which is a function that takes a value
+	// of type T and returns a Reader (test assertion). This pattern is fundamental to the
+	// "data last" principle used throughout this package.
+	//
+	// Kleisli functions enable:
+	//   - Partial application of assertions - configure the expected value first, apply actual value later
+	//   - Reusable assertion builders that can be applied to different values
+	//   - Functional composition of assertion pipelines
+	//   - Point-free style programming with assertions
+	//
+	// Most assertion functions in this package return a Kleisli, which must be applied
+	// to the actual value being tested, and then to a *testing.T:
+	//
+	//	kleisli := assert.Equal(42)  // Kleisli[int] - expects an int
+	//	reader := kleisli(result)     // Reader - assertion ready to execute
+	//	reader(t)                     // Execute the assertion
+	//
+	// Or more concisely:
+	//
+	//	assert.Equal(42)(result)(t)
+	//
+	// Example:
+	//
+	//	func TestKleisliPattern(t *testing.T) {
+	//	    // Create a reusable assertion for positive numbers
+	//	    isPositive := assert.That(func(n int) bool { return n > 0 })
+	//
+	//	    // Apply it to different values
+	//	    isPositive(42)(t)   // Passes
+	//	    isPositive(100)(t)  // Passes
+	//	    // isPositive(-5)(t) would fail
+	//
+	//	    // Can be used with Local for property testing
+	//	    type User struct { Age int }
+	//	    checkAge := assert.Local(func(u User) int { return u.Age })(isPositive)
+	//	    checkAge(User{Age: 25})(t)  // Passes
+	//	}
+	//
+	// See also:
+	//   - [Reader]: The assertion type produced by Kleisli
+	//   - [Local]: Focuses a Kleisli on a property of a larger structure
 	Kleisli[T any] = reader.Reader[T, Reader]
 
 	// Predicate represents a function that tests a value of type T and returns a boolean.
+	//
+	// This is an alias for [predicate.Predicate][T], which is a simple function that
+	// takes a value and returns true or false based on some condition. Predicates are
+	// used with the [That] function to create custom assertions.
+	//
+	// Predicates enable:
+	//   - Custom validation logic for any type
+	//   - Reusable test conditions
+	//   - Composition of complex validation rules
+	//   - Integration with functional programming patterns
+	//
+	// Example:
+	//
+	//	func TestPredicates(t *testing.T) {
+	//	    // Simple predicate
+	//	    isEven := func(n int) bool { return n%2 == 0 }
+	//	    assert.That(isEven)(42)(t)  // Passes
+	//
+	//	    // String predicate
+	//	    hasPrefix := func(s string) bool { return strings.HasPrefix(s, "test") }
+	//	    assert.That(hasPrefix)("test_file.go")(t)  // Passes
+	//
+	//	    // Complex predicate
+	//	    isValidEmail := func(s string) bool {
+	//	        return strings.Contains(s, "@") && strings.Contains(s, ".")
+	//	    }
+	//	    assert.That(isValidEmail)("user@example.com")(t)  // Passes
+	//	}
+	//
+	// See also:
+	//   - [That]: Creates an assertion from a Predicate
+	//   - [predicate.Predicate]: The underlying predicate type
 	Predicate[T any] = predicate.Predicate[T]
 
 	// Lens is a functional reference to a subpart of a data structure.
+	//
+	// This is an alias for [lens.Lens][S, T], which provides a composable way to focus
+	// on a specific field within a larger structure. Lenses enable getting and setting
+	// values in nested data structures in a functional, immutable way.
+	//
+	// In the context of testing, lenses are used with [LocalL] to focus assertions
+	// on specific properties of complex objects without manually extracting those properties.
+	//
+	// A Lens[S, T] focuses on a value of type T within a structure of type S.
+	//
+	// Example:
+	//
+	//	func TestLensUsage(t *testing.T) {
+	//	    type Address struct { City string }
+	//	    type User struct { Name string; Address Address }
+	//
+	//	    // Define lenses (typically generated)
+	//	    addressLens := lens.Lens[User, Address]{...}
+	//	    cityLens := lens.Lens[Address, string]{...}
+	//
+	//	    // Compose lenses to focus on nested field
+	//	    userCityLens := lens.Compose(addressLens, cityLens)
+	//
+	//	    // Use with LocalL to assert on nested property
+	//	    user := User{Name: "Alice", Address: Address{City: "NYC"}}
+	//	    assert.LocalL(userCityLens)(assert.Equal("NYC"))(user)(t)
+	//	}
+	//
+	// See also:
+	//   - [LocalL]: Uses a Lens to focus assertions on a property
+	//   - [lens.Lens]: The underlying lens type
+	//   - [Optional]: Similar but for values that may not exist
 	Lens[S, T any] = lens.Lens[S, T]
 
 	// Optional is an optic that focuses on a value that may or may not be present.
+	//
+	// This is an alias for [optional.Optional][S, T], which is similar to a [Lens] but
+	// handles cases where the focused value might not exist. Optionals are useful for
+	// working with nullable fields, optional properties, or values that might be absent.
+	//
+	// In testing, Optionals are used with [FromOptional] to create assertions that
+	// verify whether an optional value is present and, if so, whether it satisfies
+	// certain conditions.
+	//
+	// An Optional[S, T] focuses on an optional value of type T within a structure of type S.
+	//
+	// Example:
+	//
+	//	func TestOptionalUsage(t *testing.T) {
+	//	    type Config struct { Timeout *int }
+	//
+	//	    // Define optional (typically generated)
+	//	    timeoutOptional := optional.Optional[Config, int]{...}
+	//
+	//	    // Test when value is present
+	//	    config1 := Config{Timeout: ptr(30)}
+	//	    assert.FromOptional(timeoutOptional)(
+	//	        assert.Equal(30),
+	//	    )(config1)(t)  // Passes
+	//
+	//	    // Test when value is absent
+	//	    config2 := Config{Timeout: nil}
+	//	    // FromOptional would fail because value is not present
+	//	}
+	//
+	// See also:
+	//   - [FromOptional]: Creates assertions for optional values
+	//   - [optional.Optional]: The underlying optional type
+	//   - [Lens]: Similar but for values that always exist
 	Optional[S, T any] = optional.Optional[S, T]
 
 	// Prism is an optic that focuses on a case of a sum type.
+	//
+	// This is an alias for [prism.Prism][S, T], which provides a way to focus on one
+	// variant of a sum type (like Result, Option, Either, etc.). Prisms enable pattern
+	// matching and extraction of values from sum types in a functional way.
+	//
+	// In testing, Prisms are used with [FromPrism] to create assertions that verify
+	// whether a value matches a specific case and, if so, whether the contained value
+	// satisfies certain conditions.
+	//
+	// A Prism[S, T] focuses on a value of type T that may be contained within a sum type S.
+	//
+	// Example:
+	//
+	//	func TestPrismUsage(t *testing.T) {
+	//	    // Prism for extracting success value from Result
+	//	    successPrism := prism.Success[int]()
+	//
+	//	    // Test successful result
+	//	    successResult := result.Of[int](42)
+	//	    assert.FromPrism(successPrism)(
+	//	        assert.Equal(42),
+	//	    )(successResult)(t)  // Passes
+	//
+	//	    // Prism for extracting error from Result
+	//	    failurePrism := prism.Failure[int]()
+	//
+	//	    // Test failed result
+	//	    failureResult := result.Error[int](errors.New("failed"))
+	//	    assert.FromPrism(failurePrism)(
+	//	        assert.Error,
+	//	    )(failureResult)(t)  // Passes
+	//	}
+	//
+	// See also:
+	//   - [FromPrism]: Creates assertions for prism-focused values
+	//   - [prism.Prism]: The underlying prism type
+	//   - [Optional]: Similar but for optional values
 	Prism[S, T any] = prism.Prism[S, T]
+
+	// ReaderIOResult represents a context-aware, IO-based computation that may fail.
+	//
+	// This is an alias for [readerioresult.ReaderIOResult][A], which combines three
+	// computational effects:
+	//   - Reader: Depends on a context (like context.Context)
+	//   - IO: Performs side effects (like file I/O, network calls)
+	//   - Result: May fail with an error
+	//
+	// In testing, ReaderIOResult is used with [FromReaderIOResult] to convert
+	// context-aware, effectful computations into test assertions. This is useful
+	// when your test assertions need to:
+	//   - Access a context for cancellation or deadlines
+	//   - Perform IO operations (database queries, API calls, file access)
+	//   - Handle potential errors gracefully
+	//
+	// Example:
+	//
+	//	func TestReaderIOResult(t *testing.T) {
+	//	    // Create a ReaderIOResult that performs IO and may fail
+	//	    checkDatabase := func(ctx context.Context) func() result.Result[assert.Reader] {
+	//	        return func() result.Result[assert.Reader] {
+	//	            // Perform database check with context
+	//	            if err := db.PingContext(ctx); err != nil {
+	//	                return result.Error[assert.Reader](err)
+	//	            }
+	//	            return result.Of[assert.Reader](assert.NoError(nil))
+	//	        }
+	//	    }
+	//
+	//	    // Convert to Reader and execute
+	//	    assertion := assert.FromReaderIOResult(checkDatabase)
+	//	    assertion(t)
+	//	}
+	//
+	// See also:
+	//   - [FromReaderIOResult]: Converts ReaderIOResult to Reader
+	//   - [ReaderIO]: Similar but without error handling
+	//   - [readerioresult.ReaderIOResult]: The underlying type
+	ReaderIOResult[A any] = readerioresult.ReaderIOResult[A]
+
+	// ReaderIO represents a context-aware, IO-based computation.
+	//
+	// This is an alias for [readerio.ReaderIO][A], which combines two computational effects:
+	//   - Reader: Depends on a context (like context.Context)
+	//   - IO: Performs side effects (like logging, metrics)
+	//
+	// In testing, ReaderIO is used with [FromReaderIO] to convert context-aware,
+	// effectful computations into test assertions. This is useful when your test
+	// assertions need to:
+	//   - Access a context for cancellation or deadlines
+	//   - Perform IO operations that don't fail (or handle failures internally)
+	//   - Integrate with context-aware utilities
+	//
+	// Example:
+	//
+	//	func TestReaderIO(t *testing.T) {
+	//	    // Create a ReaderIO that performs IO
+	//	    logAndCheck := func(ctx context.Context) func() assert.Reader {
+	//	        return func() assert.Reader {
+	//	            // Log with context
+	//	            logger.InfoContext(ctx, "Running test")
+	//	            // Return assertion
+	//	            return assert.Equal(42)(computeValue())
+	//	        }
+	//	    }
+	//
+	//	    // Convert to Reader and execute
+	//	    assertion := assert.FromReaderIO(logAndCheck)
+	//	    assertion(t)
+	//	}
+	//
+	// See also:
+	//   - [FromReaderIO]: Converts ReaderIO to Reader
+	//   - [ReaderIOResult]: Similar but with error handling
+	//   - [readerio.ReaderIO]: The underlying type
+	ReaderIO[A any] = readerio.ReaderIO[A]
+
+	// Seq2 represents a Go iterator that yields key-value pairs.
+	//
+	// This is an alias for [iter.Seq2][K, A], which is Go's standard iterator type
+	// introduced in Go 1.23. It represents a sequence of key-value pairs that can be
+	// iterated over using a for-range loop.
+	//
+	// In testing, Seq2 is used with [SequenceSeq2] to execute a sequence of named
+	// test cases provided as an iterator. This enables:
+	//   - Lazy evaluation of test cases
+	//   - Memory-efficient testing of large test suites
+	//   - Integration with Go's iterator patterns
+	//   - Dynamic generation of test cases
+	//
+	// Example:
+	//
+	//	func TestSeq2Usage(t *testing.T) {
+	//	    // Create an iterator of test cases
+	//	    testCases := func(yield func(string, assert.Reader) bool) {
+	//	        if !yield("test_addition", assert.Equal(4)(2+2)) {
+	//	            return
+	//	        }
+	//	        if !yield("test_multiplication", assert.Equal(6)(2*3)) {
+	//	            return
+	//	        }
+	//	    }
+	//
+	//	    // Execute all test cases
+	//	    assert.SequenceSeq2[assert.Reader](testCases)(t)
+	//	}
+	//
+	// See also:
+	//   - [SequenceSeq2]: Executes a Seq2 of test cases
+	//   - [TraverseArray]: Similar but for arrays
+	//   - [iter.Seq2]: The underlying iterator type
+	Seq2[K, A any] = iter.Seq2[K, A]
+
+	// Pair represents a tuple of two values with potentially different types.
+	//
+	// This is an alias for [pair.Pair][L, R], which holds two values: a "head" (or "left")
+	// of type L and a "tail" (or "right") of type R. Pairs are useful for grouping
+	// related values together without defining a custom struct.
+	//
+	// In testing, Pairs are used with [TraverseArray] to associate test names with
+	// their corresponding assertions. Each element in the array is transformed into
+	// a Pair[string, Reader] where the string is the test name and the Reader is
+	// the assertion to execute.
+	//
+	// Example:
+	//
+	//	func TestPairUsage(t *testing.T) {
+	//	    type TestCase struct {
+	//	        Input    int
+	//	        Expected int
+	//	    }
+	//
+	//	    testCases := []TestCase{
+	//	        {Input: 2, Expected: 4},
+	//	        {Input: 3, Expected: 9},
+	//	    }
+	//
+	//	    // Transform each test case into a named assertion
+	//	    traverse := assert.TraverseArray(func(tc TestCase) assert.Pair[string, assert.Reader] {
+	//	        name := fmt.Sprintf("square(%d)=%d", tc.Input, tc.Expected)
+	//	        assertion := assert.Equal(tc.Expected)(tc.Input * tc.Input)
+	//	        return pair.MakePair(name, assertion)
+	//	    })
+	//
+	//	    traverse(testCases)(t)
+	//	}
+	//
+	// See also:
+	//   - [TraverseArray]: Uses Pairs to create named test cases
+	//   - [pair.Pair]: The underlying pair type
+	//   - [pair.MakePair]: Creates a Pair
+	//   - [pair.Head]: Extracts the first value
+	//   - [pair.Tail]: Extracts the second value
+	Pair[L, R any] = pair.Pair[L, R]
+
+	// Void represents the absence of a meaningful value, similar to unit type in functional programming.
+	//
+	// This is an alias for [function.Void], which is used to represent operations that don't
+	// return a meaningful value but may perform side effects. In the context of testing, Void
+	// is used with IO operations that perform actions without producing a result.
+	//
+	// Void is conceptually similar to:
+	//   - Unit type in functional languages (Haskell's (), Scala's Unit)
+	//   - void in languages like C/Java (but as a value, not just a type)
+	//   - Empty struct{} in Go (but with clearer semantic meaning)
+	//
+	// Example:
+	//
+	//	func TestWithSideEffect(t *testing.T) {
+	//	    // An IO operation that logs but returns Void
+	//	    logOperation := func() function.Void {
+	//	        log.Println("Test executed")
+	//	        return function.Void{}
+	//	    }
+	//
+	//	    // Execute the operation
+	//	    logOperation()
+	//	}
+	//
+	// See also:
+	//   - [IO]: Wraps side-effecting operations
+	//   - [function.Void]: The underlying void type
+	Void = function.Void
+
+	// IO represents a side-effecting computation that produces a value of type A.
+	//
+	// This is an alias for [io.IO][A], which encapsulates operations that perform side effects
+	// (like I/O operations, logging, or state mutations) and return a value. IO is a lazy
+	// computation - it describes an effect but doesn't execute it until explicitly run.
+	//
+	// In testing, IO is used to:
+	//   - Defer execution of side effects until needed
+	//   - Compose multiple side-effecting operations
+	//   - Maintain referential transparency in test setup
+	//   - Separate effect description from effect execution
+	//
+	// An IO[A] is essentially a function `func() A` that:
+	//   - Encapsulates a side effect
+	//   - Returns a value of type A when executed
+	//   - Can be composed with other IO operations
+	//
+	// Example:
+	//
+	//	func TestIOOperation(t *testing.T) {
+	//	    // Define an IO operation that reads a file
+	//	    readConfig := func() io.IO[string] {
+	//	        return func() string {
+	//	            data, _ := os.ReadFile("config.txt")
+	//	            return string(data)
+	//	        }
+	//	    }
+	//
+	//	    // The IO is not executed yet - it's just a description
+	//	    configIO := readConfig()
+	//
+	//	    // Execute the IO to get the result
+	//	    config := configIO()
+	//	    assert.StringNotEmpty(config)(t)
+	//	}
+	//
+	// Example with composition:
+	//
+	//	func TestIOComposition(t *testing.T) {
+	//	    // Chain multiple IO operations
+	//	    pipeline := io.Map(
+	//	        func(s string) int { return len(s) },
+	//	    )(readFileIO)
+	//
+	//	    // Execute the composed operation
+	//	    length := pipeline()
+	//	    assert.That(func(n int) bool { return n > 0 })(length)(t)
+	//	}
+	//
+	// See also:
+	//   - [ReaderIO]: Combines Reader and IO effects
+	//   - [ReaderIOResult]: Adds error handling to ReaderIO
+	//   - [io.IO]: The underlying IO type
+	//   - [Void]: Represents operations without meaningful return values
+	IO[A any] = io.IO[A]
 )

v2/builder/builder.go

@@ -1,7 +1,81 @@
+// Copyright (c) 2024 IBM Corp.
+// All rights reserved.
+//
+// Licensed under the Apache License, Version 2.0 (the "License");
+// you may not use this file except in compliance with the License.
+// You may obtain a copy of the License at
+//
+// http://www.apache.org/licenses/LICENSE-2.0
+//
+// Unless required by applicable law or agreed to in writing, software
+// distributed under the License is distributed on an "AS IS" BASIS,
+// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+// See the License for the specific language governing permissions and
+// limitations under the License.
+
+// Package builder provides a generic Builder pattern interface for constructing
+// complex objects with validation.
+//
+// The Builder pattern is useful when:
+//   - Object construction requires multiple steps
+//   - Construction may fail with validation errors
+//   - You want to separate construction logic from the object itself
+//
+// Example usage:
+//
+//	type PersonBuilder struct {
+//	    name string
+//	    age  int
+//	}
+//
+//	func (b PersonBuilder) Build() result.Result[Person] {
+//	    if b.name == "" {
+//	        return result.Error[Person](errors.New("name is required"))
+//	    }
+//	    if b.age < 0 {
+//	        return result.Error[Person](errors.New("age must be non-negative"))
+//	    }
+//	    return result.Of(Person{Name: b.name, Age: b.age})
+//	}
 package builder
 
 type (
+	// Builder is a generic interface for the Builder pattern that constructs
+	// objects of type T with validation.
+	//
+	// The Build method returns a Result[T] which can be either:
+	//   - Success: containing the constructed object of type T
+	//   - Error: containing an error if validation or construction fails
+	//
+	// This allows builders to perform validation and return meaningful errors
+	// during the construction process, making it explicit that object creation
+	// may fail.
+	//
+	// Type Parameters:
+	//   - T: The type of object being built
+	//
+	// Example:
+	//
+	//	type ConfigBuilder struct {
+	//	    host string
+	//	    port int
+	//	}
+	//
+	//	func (b ConfigBuilder) Build() result.Result[Config] {
+	//	    if b.host == "" {
+	//	        return result.Error[Config](errors.New("host is required"))
+	//	    }
+	//	    if b.port <= 0 || b.port > 65535 {
+	//	        return result.Error[Config](errors.New("invalid port"))
+	//	    }
+	//	    return result.Of(Config{Host: b.host, Port: b.port})
+	//	}
 	Builder[T any] interface {
+		// Build constructs and validates an object of type T.
+		//
+		// Returns:
+		//   - Result[T]: A Result containing either the successfully built object
+		//     or an error if validation or construction fails.
 		Build() Result[T]
 	}
 )

v2/builder/builder_test.go

@@ -0,0 +1,374 @@
+// Copyright (c) 2024 IBM Corp.
+// All rights reserved.
+//
+// Licensed under the Apache License, Version 2.0 (the "License");
+// you may not use this file except in compliance with the License.
+// You may obtain a copy of the License at
+//
+// http://www.apache.org/licenses/LICENSE-2.0
+//
+// Unless required by applicable law or agreed to in writing, software
+// distributed under the License is distributed on an "AS IS" BASIS,
+// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+// See the License for the specific language governing permissions and
+// limitations under the License.
+
+package builder
+
+import (
+	"errors"
+	"testing"
+
+	O "github.com/IBM/fp-go/v2/option"
+	"github.com/IBM/fp-go/v2/result"
+	"github.com/stretchr/testify/assert"
+)
+
+// Test types for demonstration
+
+type Person struct {
+	Name string
+	Age  int
+}
+
+type PersonBuilder struct {
+	name string
+	age  int
+}
+
+func (b PersonBuilder) WithName(name string) PersonBuilder {
+	b.name = name
+	return b
+}
+
+func (b PersonBuilder) WithAge(age int) PersonBuilder {
+	b.age = age
+	return b
+}
+
+func (b PersonBuilder) Build() Result[Person] {
+	if b.name == "" {
+		return result.Left[Person](errors.New("name is required"))
+	}
+	if b.age < 0 {
+		return result.Left[Person](errors.New("age must be non-negative"))
+	}
+	if b.age > 150 {
+		return result.Left[Person](errors.New("age must be realistic"))
+	}
+	return result.Of(Person{Name: b.name, Age: b.age})
+}
+
+func NewPersonBuilder(p Person) PersonBuilder {
+	return PersonBuilder{name: p.Name, age: p.Age}
+}
+
+// Config example for additional test coverage
+
+type Config struct {
+	Host string
+	Port int
+}
+
+type ConfigBuilder struct {
+	host string
+	port int
+}
+
+func (b ConfigBuilder) WithHost(host string) ConfigBuilder {
+	b.host = host
+	return b
+}
+
+func (b ConfigBuilder) WithPort(port int) ConfigBuilder {
+	b.port = port
+	return b
+}
+
+func (b ConfigBuilder) Build() Result[Config] {
+	if b.host == "" {
+		return result.Left[Config](errors.New("host is required"))
+	}
+	if b.port <= 0 || b.port > 65535 {
+		return result.Left[Config](errors.New("port must be between 1 and 65535"))
+	}
+	return result.Of(Config{Host: b.host, Port: b.port})
+}
+
+func NewConfigBuilder(c Config) ConfigBuilder {
+	return ConfigBuilder{host: c.Host, port: c.Port}
+}
+
+// Tests for Builder interface
+
+func TestBuilder_SuccessfulBuild(t *testing.T) {
+	builder := PersonBuilder{}.
+		WithName("Alice").
+		WithAge(30)
+
+	res := builder.Build()
+
+	assert.True(t, result.IsRight(res), "Build should succeed")
+	person := result.ToOption(res)
+	assert.True(t, O.IsSome(person), "Result should contain a person")
+
+	p := O.GetOrElse(func() Person { return Person{} })(person)
+	assert.Equal(t, "Alice", p.Name)
+	assert.Equal(t, 30, p.Age)
+}
+
+func TestBuilder_ValidationFailure_MissingName(t *testing.T) {
+	builder := PersonBuilder{}.WithAge(30)
+
+	res := builder.Build()
+
+	assert.True(t, result.IsLeft(res), "Build should fail when name is missing")
+	err := result.Fold(
+		func(e error) error { return e },
+		func(Person) error { return errors.New("unexpected success") },
+	)(res)
+	assert.Equal(t, "name is required", err.Error())
+}
+
+func TestBuilder_ValidationFailure_NegativeAge(t *testing.T) {
+	builder := PersonBuilder{}.
+		WithName("Bob").
+		WithAge(-5)
+
+	res := builder.Build()
+
+	assert.True(t, result.IsLeft(res), "Build should fail when age is negative")
+	err := result.Fold(
+		func(e error) error { return e },
+		func(Person) error { return errors.New("unexpected success") },
+	)(res)
+	assert.Equal(t, "age must be non-negative", err.Error())
+}
+
+func TestBuilder_ValidationFailure_UnrealisticAge(t *testing.T) {
+	builder := PersonBuilder{}.
+		WithName("Charlie").
+		WithAge(200)
+
+	res := builder.Build()
+
+	assert.True(t, result.IsLeft(res), "Build should fail when age is unrealistic")
+	err := result.Fold(
+		func(e error) error { return e },
+		func(Person) error { return errors.New("unexpected success") },
+	)(res)
+	assert.Equal(t, "age must be realistic", err.Error())
+}
+
+func TestBuilder_ConfigSuccessfulBuild(t *testing.T) {
+	builder := ConfigBuilder{}.
+		WithHost("localhost").
+		WithPort(8080)
+
+	res := builder.Build()
+
+	assert.True(t, result.IsRight(res), "Build should succeed")
+	config := result.ToOption(res)
+	assert.True(t, O.IsSome(config), "Result should contain a config")
+
+	c := O.GetOrElse(func() Config { return Config{} })(config)
+	assert.Equal(t, "localhost", c.Host)
+	assert.Equal(t, 8080, c.Port)
+}
+
+func TestBuilder_ConfigValidationFailure_MissingHost(t *testing.T) {
+	builder := ConfigBuilder{}.WithPort(8080)
+
+	res := builder.Build()
+
+	assert.True(t, result.IsLeft(res), "Build should fail when host is missing")
+	err := result.Fold(
+		func(e error) error { return e },
+		func(Config) error { return errors.New("unexpected success") },
+	)(res)
+	assert.Equal(t, "host is required", err.Error())
+}
+
+func TestBuilder_ConfigValidationFailure_InvalidPort(t *testing.T) {
+	tests := []struct {
+		name string
+		port int
+	}{
+		{"zero port", 0},
+		{"negative port", -1},
+		{"port too large", 70000},
+	}
+
+	for _, tt := range tests {
+		t.Run(tt.name, func(t *testing.T) {
+			builder := ConfigBuilder{}.
+				WithHost("localhost").
+				WithPort(tt.port)
+
+			res := builder.Build()
+
+			assert.True(t, result.IsLeft(res), "Build should fail for invalid port")
+			err := result.Fold(
+				func(e error) error { return e },
+				func(Config) error { return errors.New("unexpected success") },
+			)(res)
+			assert.Equal(t, "port must be between 1 and 65535", err.Error())
+		})
+	}
+}
+
+// Tests for BuilderPrism
+
+func TestBuilderPrism_GetOption_ValidBuilder(t *testing.T) {
+	prism := BuilderPrism(NewPersonBuilder)
+
+	builder := PersonBuilder{}.
+		WithName("Alice").
+		WithAge(30)
+
+	personOpt := prism.GetOption(builder)
+
+	assert.True(t, O.IsSome(personOpt), "GetOption should return Some for valid builder")
+	person := O.GetOrElse(func() Person { return Person{} })(personOpt)
+	assert.Equal(t, "Alice", person.Name)
+	assert.Equal(t, 30, person.Age)
+}
+
+func TestBuilderPrism_GetOption_InvalidBuilder(t *testing.T) {
+	prism := BuilderPrism(NewPersonBuilder)
+
+	builder := PersonBuilder{}.WithAge(30) // Missing name
+
+	personOpt := prism.GetOption(builder)
+
+	assert.True(t, O.IsNone(personOpt), "GetOption should return None for invalid builder")
+}
+
+func TestBuilderPrism_ReverseGet(t *testing.T) {
+	prism := BuilderPrism(NewPersonBuilder)
+
+	person := Person{Name: "Bob", Age: 25}
+
+	builder := prism.ReverseGet(person)
+
+	assert.Equal(t, "Bob", builder.name)
+	assert.Equal(t, 25, builder.age)
+
+	// Verify the builder can build the same person
+	res := builder.Build()
+	assert.True(t, result.IsRight(res), "Builder from ReverseGet should be valid")
+
+	rebuilt := O.GetOrElse(func() Person { return Person{} })(result.ToOption(res))
+	assert.Equal(t, person, rebuilt)
+}
+
+func TestBuilderPrism_RoundTrip_ValidBuilder(t *testing.T) {
+	prism := BuilderPrism(NewPersonBuilder)
+
+	originalBuilder := PersonBuilder{}.
+		WithName("Charlie").
+		WithAge(35)
+
+	// Extract person from builder
+	personOpt := prism.GetOption(originalBuilder)
+	assert.True(t, O.IsSome(personOpt), "Should extract person from valid builder")
+
+	person := O.GetOrElse(func() Person { return Person{} })(personOpt)
+
+	// Reconstruct builder from person
+	rebuiltBuilder := prism.ReverseGet(person)
+
+	// Verify the rebuilt builder produces the same person
+	rebuiltRes := rebuiltBuilder.Build()
+	assert.True(t, result.IsRight(rebuiltRes), "Rebuilt builder should be valid")
+
+	rebuiltPerson := O.GetOrElse(func() Person { return Person{} })(result.ToOption(rebuiltRes))
+	assert.Equal(t, person, rebuiltPerson)
+}
+
+func TestBuilderPrism_ConfigPrism(t *testing.T) {
+	prism := BuilderPrism(NewConfigBuilder)
+
+	builder := ConfigBuilder{}.
+		WithHost("example.com").
+		WithPort(443)
+
+	configOpt := prism.GetOption(builder)
+
+	assert.True(t, O.IsSome(configOpt), "GetOption should return Some for valid config builder")
+	config := O.GetOrElse(func() Config { return Config{} })(configOpt)
+	assert.Equal(t, "example.com", config.Host)
+	assert.Equal(t, 443, config.Port)
+}
+
+func TestBuilderPrism_ConfigPrism_InvalidBuilder(t *testing.T) {
+	prism := BuilderPrism(NewConfigBuilder)
+
+	builder := ConfigBuilder{}.WithPort(8080) // Missing host
+
+	configOpt := prism.GetOption(builder)
+
+	assert.True(t, O.IsNone(configOpt), "GetOption should return None for invalid config builder")
+}
+
+func TestBuilderPrism_ConfigPrism_ReverseGet(t *testing.T) {
+	prism := BuilderPrism(NewConfigBuilder)
+
+	config := Config{Host: "api.example.com", Port: 9000}
+
+	builder := prism.ReverseGet(config)
+
+	assert.Equal(t, "api.example.com", builder.host)
+	assert.Equal(t, 9000, builder.port)
+
+	// Verify the builder can build the same config
+	res := builder.Build()
+	assert.True(t, result.IsRight(res), "Builder from ReverseGet should be valid")
+
+	rebuilt := O.GetOrElse(func() Config { return Config{} })(result.ToOption(res))
+	assert.Equal(t, config, rebuilt)
+}
+
+// Benchmark tests
+
+func BenchmarkBuilder_SuccessfulBuild(b *testing.B) {
+	builder := PersonBuilder{}.
+		WithName("Alice").
+		WithAge(30)
+
+	b.ResetTimer()
+	for i := 0; i < b.N; i++ {
+		_ = builder.Build()
+	}
+}
+
+func BenchmarkBuilder_FailedBuild(b *testing.B) {
+	builder := PersonBuilder{}.WithAge(30) // Missing name
+
+	b.ResetTimer()
+	for i := 0; i < b.N; i++ {
+		_ = builder.Build()
+	}
+}
+
+func BenchmarkBuilderPrism_GetOption(b *testing.B) {
+	prism := BuilderPrism(NewPersonBuilder)
+	builder := PersonBuilder{}.
+		WithName("Alice").
+		WithAge(30)
+
+	b.ResetTimer()
+	for i := 0; i < b.N; i++ {
+		_ = prism.GetOption(builder)
+	}
+}
+
+func BenchmarkBuilderPrism_ReverseGet(b *testing.B) {
+	prism := BuilderPrism(NewPersonBuilder)
+	person := Person{Name: "Bob", Age: 25}
+
+	b.ResetTimer()
+	for i := 0; i < b.N; i++ {
+		_ = prism.ReverseGet(person)
+	}
+}

v2/builder/prism.go

@@ -1,3 +1,18 @@
+// Copyright (c) 2024 IBM Corp.
+// All rights reserved.
+//
+// Licensed under the Apache License, Version 2.0 (the "License");
+// you may not use this file except in compliance with the License.
+// You may obtain a copy of the License at
+//
+// http://www.apache.org/licenses/LICENSE-2.0
+//
+// Unless required by applicable law or agreed to in writing, software
+// distributed under the License is distributed on an "AS IS" BASIS,
+// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+// See the License for the specific language governing permissions and
+// limitations under the License.
+
 package builder
 
 import (
@@ -6,7 +21,61 @@ import (
 	"github.com/IBM/fp-go/v2/result"
 )
 
-// BuilderPrism createa a [Prism] that converts between a builder and its type
+// BuilderPrism creates a [Prism] that converts between a builder and its built type.
+//
+// A Prism is an optic that focuses on a case of a sum type, providing bidirectional
+// conversion with the possibility of failure. This function creates a prism that:
+//   - Extracts: Attempts to build the object from the builder (may fail)
+//   - Constructs: Creates a builder from a valid object (always succeeds)
+//
+// The extraction direction (builder -> object) uses the Build method and converts
+// the Result to an Option, where errors become None. The construction direction
+// (object -> builder) uses the provided creator function.
+//
+// Type Parameters:
+//   - T: The type of the object being built
+//   - B: The builder type that implements Builder[T]
+//
+// Parameters:
+//   - creator: A function that creates a builder from a valid object of type T.
+//     This function should initialize the builder with all fields from the object.
+//
+// Returns:
+//   - Prism[B, T]: A prism that can convert between the builder and the built type.
+//
+// Example:
+//
+//	type Person struct {
+//	    Name string
+//	    Age  int
+//	}
+//
+//	type PersonBuilder struct {
+//	    name string
+//	    age  int
+//	}
+//
+//	func (b PersonBuilder) Build() result.Result[Person] {
+//	    if b.name == "" {
+//	        return result.Error[Person](errors.New("name required"))
+//	    }
+//	    return result.Of(Person{Name: b.name, Age: b.age})
+//	}
+//
+//	func NewPersonBuilder(p Person) PersonBuilder {
+//	    return PersonBuilder{name: p.Name, age: p.Age}
+//	}
+//
+//	// Create a prism for PersonBuilder
+//	prism := BuilderPrism(NewPersonBuilder)
+//
+//	// Use the prism to extract a Person from a valid builder
+//	builder := PersonBuilder{name: "Alice", age: 30}
+//	person := prism.GetOption(builder) // Some(Person{Name: "Alice", Age: 30})
+//
+//	// Use the prism to create a builder from a Person
+//	p := Person{Name: "Bob", Age: 25}
+//	b := prism.ReverseGet(p) // PersonBuilder{name: "Bob", age: 25}
 func BuilderPrism[T any, B Builder[T]](creator func(T) B) Prism[B, T] {
 	return prism.MakePrismWithName(F.Flow2(B.Build, result.ToOption[T]), creator, "BuilderPrism")
 }

v2/circuitbreaker/circuitbreaker.go

@@ -4,7 +4,6 @@ import (
 	"time"
 
 	"github.com/IBM/fp-go/v2/either"
-	"github.com/IBM/fp-go/v2/function"
 	F "github.com/IBM/fp-go/v2/function"
 	"github.com/IBM/fp-go/v2/identity"
 	"github.com/IBM/fp-go/v2/io"
@@ -14,6 +13,7 @@ import (
 	"github.com/IBM/fp-go/v2/option"
 	"github.com/IBM/fp-go/v2/pair"
 	"github.com/IBM/fp-go/v2/reader"
+	"github.com/IBM/fp-go/v2/readerio"
 	"github.com/IBM/fp-go/v2/retry"
 )
 
@@ -241,125 +241,155 @@ func isResetTimeExceeded(ct time.Time) option.Kleisli[openState, openState] {
 	})
 }
 
-// handleSuccessOnClosed handles a successful request when the circuit breaker is in closed state.
-// It updates the closed state by recording the success and returns an IO operation that
-// modifies the breaker state.
+// handleSuccessOnClosed creates a Reader that handles successful requests when the circuit is closed.
+// This function is used to update the circuit breaker state after a successful operation completes
+// while the circuit is in the closed state.
 //
-// This function is part of the circuit breaker's state management for the closed state.
-// When a request succeeds in closed state:
-//  1. The current time is obtained
-//  2. The addSuccess function is called with the current time to update the ClosedState
-//  3. The updated ClosedState is wrapped in a Right (closed) BreakerState
-//  4. The breaker state is modified with the new state
+// The function takes a Reader that adds a success record to the ClosedState and lifts it to work
+// with BreakerState by mapping over the Right (closed) side of the Either type. This ensures that
+// success tracking only affects the closed state and leaves any open state unchanged.
 //
 // Parameters:
-//   - currentTime: An IO operation that provides the current time
-//   - addSuccess: A Reader that takes a time and returns an endomorphism for ClosedState,
-//     typically resetting failure counters or history
+//   - addSuccess: A Reader that takes the current time and returns an Endomorphism that updates
+//     the ClosedState by recording a successful operation. This typically increments a success
+//     counter or updates a success history.
 //
 // Returns:
-//   - An io.Kleisli that takes another io.Kleisli and chains them together.
-//     The outer Kleisli takes an Endomorphism[BreakerState] and returns BreakerState.
-//     This allows composing the success handling with other state modifications.
+//   - A Reader[time.Time, Endomorphism[BreakerState]] that, when given the current time, produces
+//     an endomorphism that updates the BreakerState by applying the success update to the closed
+//     state (if closed) or leaving the state unchanged (if open).
 //
-// Thread Safety: This function creates IO operations that will atomically modify the
-// IORef[BreakerState] when executed. The state modifications are thread-safe.
-//
-// Type signature:
-//
-//	io.Kleisli[io.Kleisli[Endomorphism[BreakerState], BreakerState], BreakerState]
+// Thread Safety: This is a pure function that creates new state instances. The returned
+// endomorphism is safe for concurrent use as it does not mutate its input.
 //
 // Usage Context:
-//   - Called when a request succeeds while the circuit is closed
-//   - Resets failure tracking (counter or history) in the ClosedState
-//   - Keeps the circuit in closed state
+//   - Called after a successful request completes while the circuit is closed
+//   - Updates success metrics/counters in the ClosedState
+//   - Does not affect the circuit state if it's already open
+//   - Part of the normal operation flow when the circuit breaker is functioning properly
 func handleSuccessOnClosed(
-	currentTime IO[time.Time],
 	addSuccess Reader[time.Time, Endomorphism[ClosedState]],
-) io.Kleisli[io.Kleisli[Endomorphism[BreakerState], BreakerState], BreakerState] {
+) Reader[time.Time, Endomorphism[BreakerState]] {
 	return F.Flow2(
-		io.Chain,
-		identity.Flap[IO[BreakerState]](F.Pipe1(
-			currentTime,
-			io.Map(F.Flow2(
-				addSuccess,
-				either.Map[openState],
-			)))),
+		addSuccess,
+		either.Map[openState],
 	)
 }
 
-// handleFailureOnClosed handles a failed request when the circuit breaker is in closed state.
-// It updates the closed state by recording the failure and checks if the circuit should open.
+// handleFailureOnClosed creates a Reader that handles failed requests when the circuit is closed.
+// This function manages the critical logic for determining whether a failure should cause the
+// circuit breaker to open (transition from closed to open state).
 //
-// This function is part of the circuit breaker's state management for the closed state.
-// When a request fails in closed state:
-//  1. The current time is obtained
-//  2. The addError function is called to record the failure in the ClosedState
-//  3. The checkClosedState function is called to determine if the failure threshold is exceeded
-//  4. If the threshold is exceeded (Check returns None):
-//     - The circuit transitions to open state using openCircuit
-//     - A new openState is created with resetAt time calculated from the retry policy
-//  5. If the threshold is not exceeded (Check returns Some):
-//     - The circuit remains closed with the updated failure tracking
+// The function orchestrates three key operations:
+//  1. Records the failure in the ClosedState using addError
+//  2. Checks if the failure threshold has been exceeded using checkClosedState
+//  3. If threshold exceeded, opens the circuit; otherwise, keeps it closed with updated error count
+//
+// The decision flow is:
+//   - Add the error to the closed state's error tracking
+//   - Check if the updated closed state exceeds the failure threshold
+//   - If threshold exceeded (checkClosedState returns None):
+//   - Create a new openState with calculated reset time based on retry policy
+//   - Transition the circuit to open state (Left side of Either)
+//   - If threshold not exceeded (checkClosedState returns Some):
+//   - Keep the circuit closed with the updated error count
+//   - Continue allowing requests through
 //
 // Parameters:
-//   - currentTime: An IO operation that provides the current time
-//   - addError: A Reader that takes a time and returns an endomorphism for ClosedState,
-//     recording a failure (incrementing counter or adding to history)
-//   - checkClosedState: A Reader that takes a time and returns an option.Kleisli that checks
-//     if the ClosedState should remain closed. Returns Some if circuit stays closed, None if it should open.
-//   - openCircuit: A Reader that takes a time and returns an openState with calculated resetAt time
+//   - addError: A Reader that takes the current time and returns an Endomorphism that updates
+//     the ClosedState by recording a failed operation. This typically increments an error
+//     counter or adds to an error history.
+//   - checkClosedState: A Reader that takes the current time and returns an option.Kleisli that
+//     validates whether the ClosedState is still within acceptable failure thresholds.
+//     Returns Some(ClosedState) if threshold not exceeded, None if threshold exceeded.
+//   - openCircuit: A Reader that takes the current time and creates a new openState with
+//     appropriate reset time calculated from the retry policy. Used when transitioning to open.
 //
 // Returns:
-//   - An io.Kleisli that takes another io.Kleisli and chains them together.
-//     The outer Kleisli takes an Endomorphism[BreakerState] and returns BreakerState.
-//     This allows composing the failure handling with other state modifications.
+//   - A Reader[time.Time, Endomorphism[BreakerState]] that, when given the current time, produces
+//     an endomorphism that either:
+//   - Keeps the circuit closed with updated error tracking (if threshold not exceeded)
+//   - Opens the circuit with calculated reset time (if threshold exceeded)
 //
-// Thread Safety: This function creates IO operations that will atomically modify the
-// IORef[BreakerState] when executed. The state modifications are thread-safe.
-//
-// Type signature:
-//
-//	io.Kleisli[io.Kleisli[Endomorphism[BreakerState], BreakerState], BreakerState]
-//
-// State Transitions:
-//   - Closed -> Closed: When failure threshold is not exceeded (Some from checkClosedState)
-//   - Closed -> Open: When failure threshold is exceeded (None from checkClosedState)
+// Thread Safety: This is a pure function that creates new state instances. The returned
+// endomorphism is safe for concurrent use as it does not mutate its input.
 //
 // Usage Context:
-//   - Called when a request fails while the circuit is closed
-//   - Records the failure in the ClosedState (counter or history)
-//   - May trigger transition to open state if threshold is exceeded
+//   - Called after a failed request completes while the circuit is closed
+//   - Implements the core circuit breaker logic for opening the circuit
+//   - Determines when to stop allowing requests through to protect the failing service
+//   - Critical for preventing cascading failures in distributed systems
+//
+// State Transition:
+//   - Closed (under threshold) -> Closed (with incremented error count)
+//   - Closed (at/over threshold) -> Open (with reset time for recovery attempt)
 func handleFailureOnClosed(
-	currentTime IO[time.Time],
 	addError Reader[time.Time, Endomorphism[ClosedState]],
 	checkClosedState Reader[time.Time, option.Kleisli[ClosedState, ClosedState]],
 	openCircuit Reader[time.Time, openState],
-) io.Kleisli[io.Kleisli[Endomorphism[BreakerState], BreakerState], BreakerState] {
-
-	return F.Flow2(
-		io.Chain,
-		identity.Flap[IO[BreakerState]](F.Pipe1(
-			currentTime,
-			io.Map(func(ct time.Time) either.Operator[openState, ClosedState, ClosedState] {
-				return either.Chain(F.Flow3(
-					addError(ct),
-					checkClosedState(ct),
-					option.Fold(
-						F.Pipe2(
-							ct,
-							lazy.Of,
-							lazy.Map(F.Flow2(
-								openCircuit,
-								createOpenCircuit,
-							)),
-						),
-						createClosedCircuit,
-					),
-				))
-			}))),
+) Reader[time.Time, Endomorphism[BreakerState]] {
+	return F.Pipe2(
+		F.Pipe1(
+			addError,
+			reader.ApS(reader.Map[ClosedState], checkClosedState),
+		),
+		reader.Chain(F.Flow2(
+			reader.Map[ClosedState](option.Fold(
+				F.Pipe2(
+					openCircuit,
+					reader.Map[time.Time](createOpenCircuit),
+					lazy.Of,
+				),
+				F.Flow2(
+					createClosedCircuit,
+					reader.Of[time.Time],
+				),
+			)),
+			reader.Sequence,
+		)),
+		reader.Map[time.Time](either.Chain[openState, ClosedState, ClosedState]),
 	)
+}
 
+func handleErrorOnClosed2[E any](
+	checkError option.Kleisli[E, E],
+	onSuccess Reader[time.Time, Endomorphism[BreakerState]],
+	onFailure Reader[time.Time, Endomorphism[BreakerState]],
+) reader.Kleisli[time.Time, E, Endomorphism[BreakerState]] {
+	return F.Flow3(
+		checkError,
+		option.MapTo[E](onFailure),
+		option.GetOrElse(lazy.Of(onSuccess)),
+	)
+}
+
+func stateModifier(
+	modify io.Kleisli[Endomorphism[BreakerState], BreakerState],
+) reader.Operator[time.Time, Endomorphism[BreakerState], IO[BreakerState]] {
+	return reader.Map[time.Time](modify)
+}
+
+func reportOnClose2(
+	onClosed ReaderIO[time.Time, Void],
+	onOpened ReaderIO[time.Time, Void],
+) readerio.Operator[time.Time, BreakerState, Void] {
+	return readerio.Chain(either.Fold(
+		reader.Of[openState](onOpened),
+		reader.Of[ClosedState](onClosed),
+	))
+}
+
+func applyAndReportClose2(
+	currentTime IO[time.Time],
+	metrics readerio.Operator[time.Time, BreakerState, Void],
+) func(io.Kleisli[Endomorphism[BreakerState], BreakerState]) func(Reader[time.Time, Endomorphism[BreakerState]]) IO[Void] {
+	return func(modify io.Kleisli[Endomorphism[BreakerState], BreakerState]) func(Reader[time.Time, Endomorphism[BreakerState]]) IO[Void] {
+		return F.Flow3(
+			reader.Map[time.Time](modify),
+			metrics,
+			readerio.ReadIO[Void](currentTime),
+		)
+	}
 }
 
 // MakeCircuitBreaker creates a circuit breaker implementation for a higher-kinded type.
@@ -402,6 +432,8 @@ func MakeCircuitBreaker[E, T, HKTT, HKTOP, HKTHKTT any](
 	chainFirstIOK func(io.Kleisli[T, BreakerState]) func(HKTT) HKTT,
 	chainFirstLeftIOK func(io.Kleisli[E, BreakerState]) func(HKTT) HKTT,
 
+	chainFirstIOK2 func(io.Kleisli[Either[E, T], Void]) func(HKTT) HKTT,
+
 	fromIO func(IO[func(HKTT) HKTT]) HKTOP,
 	flap func(HKTT) func(HKTOP) HKTHKTT,
 	flatten func(HKTHKTT) HKTT,
@@ -437,47 +469,22 @@ func MakeCircuitBreaker[E, T, HKTT, HKTOP, HKTHKTT any](
 		reader.Of[HKTT],
 	)
 
-	handleSuccess := handleSuccessOnClosed(currentTime, addSuccess)
-	handleFailure := handleFailureOnClosed(currentTime, addError, checkClosedState, openCircuit)
+	handleSuccess2 := handleSuccessOnClosed(addSuccess)
+	handleFailure2 := handleFailureOnClosed(addError, checkClosedState, openCircuit)
+
+	handleError2 := handleErrorOnClosed2(checkError, handleSuccess2, handleFailure2)
+
+	metricsClose2 := reportOnClose2(metrics.Accept, metrics.Open)
+	apply2 := applyAndReportClose2(currentTime, metricsClose2)
 
 	onClosed := func(modify io.Kleisli[Endomorphism[BreakerState], BreakerState]) Operator {
-
-		return F.Flow2(
-			// error case
-			chainFirstLeftIOK(F.Flow3(
-				checkError,
-				option.Fold(
-					// the error is not applicable, handle as success
-					F.Pipe2(
-						modify,
-						handleSuccess,
-						lazy.Of,
-					),
-					// the error is relevant, record it
-					F.Pipe2(
-						modify,
-						handleFailure,
-						reader.Of[E],
-					),
-				),
-				// metering
-				io.ChainFirst(either.Fold(
-					F.Flow2(
-						openedAtLens.Get,
-						metrics.Open,
-					),
-					func(c ClosedState) IO[Void] {
-						return io.Of(function.VOID)
-					},
-				)),
-			)),
-			// good case
-			chainFirstIOK(F.Pipe2(
-				modify,
-				handleSuccess,
-				reader.Of[T],
-			)),
-		)
+		return chainFirstIOK2(F.Flow2(
+			either.Fold(
+				handleError2,
+				reader.Of[T](handleSuccess2),
+			),
+			apply2(modify),
+		))
 	}
 
 	onCanary := func(modify io.Kleisli[Endomorphism[BreakerState], BreakerState]) Operator {

v2/circuitbreaker/circuitbreaker_test.go

@@ -5,12 +5,12 @@ import (
 	"testing"
 	"time"
 
+	"github.com/IBM/fp-go/v2/either"
 	"github.com/IBM/fp-go/v2/function"
 	F "github.com/IBM/fp-go/v2/function"
 	"github.com/IBM/fp-go/v2/io"
 	"github.com/IBM/fp-go/v2/ioref"
 	"github.com/IBM/fp-go/v2/option"
-	"github.com/IBM/fp-go/v2/reader"
 	"github.com/IBM/fp-go/v2/retry"
 	"github.com/stretchr/testify/assert"
 )
@@ -452,43 +452,128 @@ func TestIsResetTimeExceeded(t *testing.T) {
 
 // TestHandleSuccessOnClosed tests the handleSuccessOnClosed function
 func TestHandleSuccessOnClosed(t *testing.T) {
-	t.Run("resets failure count on success", func(t *testing.T) {
+	t.Run("updates closed state with success when circuit is closed", func(t *testing.T) {
 		vt := NewVirtualTimer(time.Date(2024, 1, 1, 12, 0, 0, 0, time.UTC))
-		currentTime := vt.Now
-		addSuccess := reader.From1(ClosedState.AddSuccess)
+		currentTime := vt.Now()
 
-		// Create initial state with some failures
-		now := vt.Now()
+		// Create a simple addSuccess reader that increments a counter
+		addSuccess := func(ct time.Time) Endomorphism[ClosedState] {
+			return func(cs ClosedState) ClosedState {
+				return cs.AddSuccess(ct)
+			}
+		}
+
+		// Create initial closed state
 		initialClosed := MakeClosedStateCounter(3)
-		initialClosed = initialClosed.AddError(now)
-		initialClosed = initialClosed.AddError(now)
 		initialState := createClosedCircuit(initialClosed)
 
-		ref := io.Run(ioref.MakeIORef(initialState))
-		modify := modifyV(ref)
+		// Apply handleSuccessOnClosed
+		handler := handleSuccessOnClosed(addSuccess)
+		endomorphism := handler(currentTime)
+		result := endomorphism(initialState)
 
-		handler := handleSuccessOnClosed(currentTime, addSuccess)
+		// Verify the state is still closed
+		assert.True(t, IsClosed(result), "state should remain closed after success")
 
-		// Apply the handler
-		result := io.Run(handler(modify))
-
-		// Verify state is still closed and failures are reset
-		assert.True(t, IsClosed(result), "circuit should remain closed after success")
+		// Verify the closed state was updated
+		closedState := either.Fold(
+			func(openState) ClosedState { return initialClosed },
+			F.Identity[ClosedState],
+		)(result)
+		// The success should have been recorded (implementation-specific verification)
+		assert.NotNil(t, closedState, "closed state should be present")
 	})
 
-	t.Run("keeps circuit closed", func(t *testing.T) {
+	t.Run("does not affect open state", func(t *testing.T) {
 		vt := NewVirtualTimer(time.Date(2024, 1, 1, 12, 0, 0, 0, time.UTC))
-		currentTime := vt.Now
-		addSuccess := reader.From1(ClosedState.AddSuccess)
+		currentTime := vt.Now()
 
-		initialState := createClosedCircuit(MakeClosedStateCounter(3))
-		ref := io.Run(ioref.MakeIORef(initialState))
-		modify := modifyV(ref)
+		addSuccess := func(ct time.Time) Endomorphism[ClosedState] {
+			return func(cs ClosedState) ClosedState {
+				return cs.AddSuccess(ct)
+			}
+		}
 
-		handler := handleSuccessOnClosed(currentTime, addSuccess)
-		result := io.Run(handler(modify))
+		// Create initial open state
+		initialOpen := openState{
+			openedAt:      currentTime.Add(-1 * time.Minute),
+			resetAt:       currentTime.Add(1 * time.Minute),
+			retryStatus:   retry.DefaultRetryStatus,
+			canaryRequest: false,
+		}
+		initialState := createOpenCircuit(initialOpen)
 
-		assert.True(t, IsClosed(result), "circuit should remain closed")
+		// Apply handleSuccessOnClosed
+		handler := handleSuccessOnClosed(addSuccess)
+		endomorphism := handler(currentTime)
+		result := endomorphism(initialState)
+
+		// Verify the state remains open and unchanged
+		assert.True(t, IsOpen(result), "state should remain open")
+
+		// Extract and verify the open state is unchanged
+		openResult := either.Fold(
+			func(os openState) openState { return os },
+			func(ClosedState) openState { return initialOpen },
+		)(result)
+		assert.Equal(t, initialOpen.openedAt, openResult.openedAt, "openedAt should be unchanged")
+		assert.Equal(t, initialOpen.resetAt, openResult.resetAt, "resetAt should be unchanged")
+		assert.Equal(t, initialOpen.canaryRequest, openResult.canaryRequest, "canaryRequest should be unchanged")
+	})
+
+	t.Run("preserves time parameter through reader", func(t *testing.T) {
+		vt := NewVirtualTimer(time.Date(2024, 1, 1, 12, 0, 0, 0, time.UTC))
+		time1 := vt.Now()
+		vt.Advance(1 * time.Hour)
+		time2 := vt.Now()
+
+		var capturedTime time.Time
+		addSuccess := func(ct time.Time) Endomorphism[ClosedState] {
+			capturedTime = ct
+			return F.Identity[ClosedState]
+		}
+
+		initialClosed := MakeClosedStateCounter(3)
+		initialState := createClosedCircuit(initialClosed)
+
+		handler := handleSuccessOnClosed(addSuccess)
+
+		// Apply with time1
+		endomorphism1 := handler(time1)
+		endomorphism1(initialState)
+		assert.Equal(t, time1, capturedTime, "should pass time1 to addSuccess")
+
+		// Apply with time2
+		endomorphism2 := handler(time2)
+		endomorphism2(initialState)
+		assert.Equal(t, time2, capturedTime, "should pass time2 to addSuccess")
+	})
+
+	t.Run("composes correctly with multiple successes", func(t *testing.T) {
+		vt := NewVirtualTimer(time.Date(2024, 1, 1, 12, 0, 0, 0, time.UTC))
+		currentTime := vt.Now()
+
+		addSuccess := func(ct time.Time) Endomorphism[ClosedState] {
+			return func(cs ClosedState) ClosedState {
+				return cs.AddSuccess(ct)
+			}
+		}
+
+		initialClosed := MakeClosedStateCounter(3)
+		initialState := createClosedCircuit(initialClosed)
+
+		handler := handleSuccessOnClosed(addSuccess)
+		endomorphism := handler(currentTime)
+
+		// Apply multiple times
+		result1 := endomorphism(initialState)
+		result2 := endomorphism(result1)
+		result3 := endomorphism(result2)
+
+		// All should remain closed
+		assert.True(t, IsClosed(result1), "state should remain closed after first success")
+		assert.True(t, IsClosed(result2), "state should remain closed after second success")
+		assert.True(t, IsClosed(result3), "state should remain closed after third success")
 	})
 }
 
@@ -496,9 +581,26 @@ func TestHandleSuccessOnClosed(t *testing.T) {
 func TestHandleFailureOnClosed(t *testing.T) {
 	t.Run("keeps circuit closed when threshold not exceeded", func(t *testing.T) {
 		vt := NewVirtualTimer(time.Date(2024, 1, 1, 12, 0, 0, 0, time.UTC))
-		currentTime := vt.Now
-		addError := reader.From1(ClosedState.AddError)
-		checkClosedState := reader.From1(ClosedState.Check)
+		currentTime := vt.Now()
+
+		// Create a closed state that allows 3 errors
+		initialClosed := MakeClosedStateCounter(3)
+
+		// addError increments error count
+		addError := func(ct time.Time) Endomorphism[ClosedState] {
+			return func(cs ClosedState) ClosedState {
+				return cs.AddError(ct)
+			}
+		}
+
+		// checkClosedState returns Some if under threshold
+		checkClosedState := func(ct time.Time) option.Kleisli[ClosedState, ClosedState] {
+			return func(cs ClosedState) Option[ClosedState] {
+				return cs.Check(ct)
+			}
+		}
+
+		// openCircuit creates an open state (shouldn't be called in this test)
 		openCircuit := func(ct time.Time) openState {
 			return openState{
 				openedAt:      ct,
@@ -508,26 +610,39 @@ func TestHandleFailureOnClosed(t *testing.T) {
 			}
 		}
 
-		// Create initial state with room for more failures
-		now := vt.Now()
-		initialClosed := MakeClosedStateCounter(5) // threshold is 5
-		initialClosed = initialClosed.AddError(now)
 		initialState := createClosedCircuit(initialClosed)
 
-		ref := io.Run(ioref.MakeIORef(initialState))
-		modify := modifyV(ref)
+		handler := handleFailureOnClosed(addError, checkClosedState, openCircuit)
+		endomorphism := handler(currentTime)
 
-		handler := handleFailureOnClosed(currentTime, addError, checkClosedState, openCircuit)
-		result := io.Run(handler(modify))
+		// First error - should stay closed
+		result1 := endomorphism(initialState)
+		assert.True(t, IsClosed(result1), "circuit should remain closed after first error")
 
-		assert.True(t, IsClosed(result), "circuit should remain closed when threshold not exceeded")
+		// Second error - should stay closed
+		result2 := endomorphism(result1)
+		assert.True(t, IsClosed(result2), "circuit should remain closed after second error")
 	})
 
 	t.Run("opens circuit when threshold exceeded", func(t *testing.T) {
 		vt := NewVirtualTimer(time.Date(2024, 1, 1, 12, 0, 0, 0, time.UTC))
-		currentTime := vt.Now
-		addError := reader.From1(ClosedState.AddError)
-		checkClosedState := reader.From1(ClosedState.Check)
+		currentTime := vt.Now()
+
+		// Create a closed state that allows only 2 errors (opens at 2nd error)
+		initialClosed := MakeClosedStateCounter(2)
+
+		addError := func(ct time.Time) Endomorphism[ClosedState] {
+			return func(cs ClosedState) ClosedState {
+				return cs.AddError(ct)
+			}
+		}
+
+		checkClosedState := func(ct time.Time) option.Kleisli[ClosedState, ClosedState] {
+			return func(cs ClosedState) Option[ClosedState] {
+				return cs.Check(ct)
+			}
+		}
+
 		openCircuit := func(ct time.Time) openState {
 			return openState{
 				openedAt:      ct,
@@ -537,26 +652,85 @@ func TestHandleFailureOnClosed(t *testing.T) {
 			}
 		}
 
-		// Create initial state at threshold
-		now := vt.Now()
-		initialClosed := MakeClosedStateCounter(2) // threshold is 2
-		initialClosed = initialClosed.AddError(now)
 		initialState := createClosedCircuit(initialClosed)
 
-		ref := io.Run(ioref.MakeIORef(initialState))
-		modify := modifyV(ref)
+		handler := handleFailureOnClosed(addError, checkClosedState, openCircuit)
+		endomorphism := handler(currentTime)
 
-		handler := handleFailureOnClosed(currentTime, addError, checkClosedState, openCircuit)
-		result := io.Run(handler(modify))
+		// First error - should stay closed (count=1, threshold=2)
+		result1 := endomorphism(initialState)
+		assert.True(t, IsClosed(result1), "circuit should remain closed after first error")
 
-		assert.True(t, IsOpen(result), "circuit should open when threshold exceeded")
+		// Second error - should open (count=2, threshold=2)
+		result2 := endomorphism(result1)
+		assert.True(t, IsOpen(result2), "circuit should open when threshold reached")
 	})
 
-	t.Run("records failure in closed state", func(t *testing.T) {
+	t.Run("creates open state with correct reset time", func(t *testing.T) {
 		vt := NewVirtualTimer(time.Date(2024, 1, 1, 12, 0, 0, 0, time.UTC))
-		currentTime := vt.Now
-		addError := reader.From1(ClosedState.AddError)
-		checkClosedState := reader.From1(ClosedState.Check)
+		currentTime := vt.Now()
+		expectedResetTime := currentTime.Add(5 * time.Minute)
+
+		initialClosed := MakeClosedStateCounter(1) // Opens at 1st error
+
+		addError := func(ct time.Time) Endomorphism[ClosedState] {
+			return func(cs ClosedState) ClosedState {
+				return cs.AddError(ct)
+			}
+		}
+
+		checkClosedState := func(ct time.Time) option.Kleisli[ClosedState, ClosedState] {
+			return func(cs ClosedState) Option[ClosedState] {
+				return cs.Check(ct)
+			}
+		}
+
+		openCircuit := func(ct time.Time) openState {
+			return openState{
+				openedAt:      ct,
+				resetAt:       expectedResetTime,
+				retryStatus:   retry.DefaultRetryStatus,
+				canaryRequest: false,
+			}
+		}
+
+		initialState := createClosedCircuit(initialClosed)
+
+		handler := handleFailureOnClosed(addError, checkClosedState, openCircuit)
+		endomorphism := handler(currentTime)
+
+		// First error - should open immediately (threshold=1)
+		result1 := endomorphism(initialState)
+		assert.True(t, IsOpen(result1), "circuit should open after first error")
+
+		// Verify the open state has correct reset time
+		resultOpen := either.Fold(
+			func(os openState) openState { return os },
+			func(ClosedState) openState { return openState{} },
+		)(result1)
+		assert.Equal(t, expectedResetTime, resultOpen.resetAt, "reset time should match expected")
+		assert.Equal(t, currentTime, resultOpen.openedAt, "opened time should be current time")
+	})
+
+	t.Run("edge case: zero error threshold", func(t *testing.T) {
+		vt := NewVirtualTimer(time.Date(2024, 1, 1, 12, 0, 0, 0, time.UTC))
+		currentTime := vt.Now()
+
+		// Create a closed state that allows 0 errors (opens immediately)
+		initialClosed := MakeClosedStateCounter(0)
+
+		addError := func(ct time.Time) Endomorphism[ClosedState] {
+			return func(cs ClosedState) ClosedState {
+				return cs.AddError(ct)
+			}
+		}
+
+		checkClosedState := func(ct time.Time) option.Kleisli[ClosedState, ClosedState] {
+			return func(cs ClosedState) Option[ClosedState] {
+				return cs.Check(ct)
+			}
+		}
+
 		openCircuit := func(ct time.Time) openState {
 			return openState{
 				openedAt:      ct,
@@ -566,14 +740,212 @@ func TestHandleFailureOnClosed(t *testing.T) {
 			}
 		}
 
-		initialState := createClosedCircuit(MakeClosedStateCounter(10))
-		ref := io.Run(ioref.MakeIORef(initialState))
-		modify := modifyV(ref)
+		initialState := createClosedCircuit(initialClosed)
 
-		handler := handleFailureOnClosed(currentTime, addError, checkClosedState, openCircuit)
-		result := io.Run(handler(modify))
+		handler := handleFailureOnClosed(addError, checkClosedState, openCircuit)
+		endomorphism := handler(currentTime)
 
-		// Should still be closed but with failure recorded
-		assert.True(t, IsClosed(result), "circuit should remain closed")
+		// First error should immediately open the circuit
+		result := endomorphism(initialState)
+		assert.True(t, IsOpen(result), "circuit should open immediately with zero threshold")
+	})
+
+	t.Run("edge case: very high error threshold", func(t *testing.T) {
+		vt := NewVirtualTimer(time.Date(2024, 1, 1, 12, 0, 0, 0, time.UTC))
+		currentTime := vt.Now()
+
+		// Create a closed state that allows 1000 errors
+		initialClosed := MakeClosedStateCounter(1000)
+
+		addError := func(ct time.Time) Endomorphism[ClosedState] {
+			return func(cs ClosedState) ClosedState {
+				return cs.AddError(ct)
+			}
+		}
+
+		checkClosedState := func(ct time.Time) option.Kleisli[ClosedState, ClosedState] {
+			return func(cs ClosedState) Option[ClosedState] {
+				return cs.Check(ct)
+			}
+		}
+
+		openCircuit := func(ct time.Time) openState {
+			return openState{
+				openedAt:      ct,
+				resetAt:       ct.Add(1 * time.Minute),
+				retryStatus:   retry.DefaultRetryStatus,
+				canaryRequest: false,
+			}
+		}
+
+		initialState := createClosedCircuit(initialClosed)
+
+		handler := handleFailureOnClosed(addError, checkClosedState, openCircuit)
+		endomorphism := handler(currentTime)
+
+		// Apply many errors
+		result := initialState
+		for i := 0; i < 100; i++ {
+			result = endomorphism(result)
+		}
+
+		// Should still be closed after 100 errors
+		assert.True(t, IsClosed(result), "circuit should remain closed with high threshold")
+	})
+
+	t.Run("preserves time parameter through reader chain", func(t *testing.T) {
+		vt := NewVirtualTimer(time.Date(2024, 1, 1, 12, 0, 0, 0, time.UTC))
+		time1 := vt.Now()
+		vt.Advance(2 * time.Hour)
+		time2 := vt.Now()
+
+		var capturedAddErrorTime, capturedCheckTime, capturedOpenTime time.Time
+
+		initialClosed := MakeClosedStateCounter(2) // Need 2 errors to open
+
+		addError := func(ct time.Time) Endomorphism[ClosedState] {
+			capturedAddErrorTime = ct
+			return func(cs ClosedState) ClosedState {
+				return cs.AddError(ct)
+			}
+		}
+
+		checkClosedState := func(ct time.Time) option.Kleisli[ClosedState, ClosedState] {
+			capturedCheckTime = ct
+			return func(cs ClosedState) Option[ClosedState] {
+				return cs.Check(ct)
+			}
+		}
+
+		openCircuit := func(ct time.Time) openState {
+			capturedOpenTime = ct
+			return openState{
+				openedAt:      ct,
+				resetAt:       ct.Add(1 * time.Minute),
+				retryStatus:   retry.DefaultRetryStatus,
+				canaryRequest: false,
+			}
+		}
+
+		initialState := createClosedCircuit(initialClosed)
+
+		handler := handleFailureOnClosed(addError, checkClosedState, openCircuit)
+
+		// Apply with time1 - first error, stays closed
+		endomorphism1 := handler(time1)
+		result1 := endomorphism1(initialState)
+		assert.Equal(t, time1, capturedAddErrorTime, "addError should receive time1")
+		assert.Equal(t, time1, capturedCheckTime, "checkClosedState should receive time1")
+
+		// Apply with time2 - second error, should trigger open
+		endomorphism2 := handler(time2)
+		endomorphism2(result1)
+		assert.Equal(t, time2, capturedAddErrorTime, "addError should receive time2")
+		assert.Equal(t, time2, capturedCheckTime, "checkClosedState should receive time2")
+		assert.Equal(t, time2, capturedOpenTime, "openCircuit should receive time2")
+	})
+
+	t.Run("handles transition from closed to open correctly", func(t *testing.T) {
+		vt := NewVirtualTimer(time.Date(2024, 1, 1, 12, 0, 0, 0, time.UTC))
+		currentTime := vt.Now()
+
+		initialClosed := MakeClosedStateCounter(2) // Opens at 2nd error
+
+		addError := func(ct time.Time) Endomorphism[ClosedState] {
+			return func(cs ClosedState) ClosedState {
+				return cs.AddError(ct)
+			}
+		}
+
+		checkClosedState := func(ct time.Time) option.Kleisli[ClosedState, ClosedState] {
+			return func(cs ClosedState) Option[ClosedState] {
+				return cs.Check(ct)
+			}
+		}
+
+		openCircuit := func(ct time.Time) openState {
+			return openState{
+				openedAt:      ct,
+				resetAt:       ct.Add(1 * time.Minute),
+				retryStatus:   retry.DefaultRetryStatus,
+				canaryRequest: false,
+			}
+		}
+
+		handler := handleFailureOnClosed(addError, checkClosedState, openCircuit)
+		endomorphism := handler(currentTime)
+
+		// Start with closed state
+		state := createClosedCircuit(initialClosed)
+		assert.True(t, IsClosed(state), "initial state should be closed")
+
+		// First error - should stay closed (count=1, threshold=2)
+		state = endomorphism(state)
+		assert.True(t, IsClosed(state), "should remain closed after first error")
+
+		// Second error - should open (count=2, threshold=2)
+		state = endomorphism(state)
+		assert.True(t, IsOpen(state), "should open after second error")
+
+		// Verify it's truly open with correct properties
+		resultOpen := either.Fold(
+			func(os openState) openState { return os },
+			func(ClosedState) openState { return openState{} },
+		)(state)
+		assert.False(t, resultOpen.canaryRequest, "canaryRequest should be false initially")
+		assert.Equal(t, currentTime, resultOpen.openedAt, "openedAt should be current time")
+	})
+
+	t.Run("does not affect already open state", func(t *testing.T) {
+		vt := NewVirtualTimer(time.Date(2024, 1, 1, 12, 0, 0, 0, time.UTC))
+		currentTime := vt.Now()
+
+		addError := func(ct time.Time) Endomorphism[ClosedState] {
+			return func(cs ClosedState) ClosedState {
+				return cs.AddError(ct)
+			}
+		}
+
+		checkClosedState := func(ct time.Time) option.Kleisli[ClosedState, ClosedState] {
+			return func(cs ClosedState) Option[ClosedState] {
+				return cs.Check(ct)
+			}
+		}
+
+		openCircuit := func(ct time.Time) openState {
+			return openState{
+				openedAt:      ct,
+				resetAt:       ct.Add(1 * time.Minute),
+				retryStatus:   retry.DefaultRetryStatus,
+				canaryRequest: false,
+			}
+		}
+
+		// Start with an already open state
+		existingOpen := openState{
+			openedAt:      currentTime.Add(-5 * time.Minute),
+			resetAt:       currentTime.Add(5 * time.Minute),
+			retryStatus:   retry.DefaultRetryStatus,
+			canaryRequest: true,
+		}
+		initialState := createOpenCircuit(existingOpen)
+
+		handler := handleFailureOnClosed(addError, checkClosedState, openCircuit)
+		endomorphism := handler(currentTime)
+
+		// Apply to open state - should not change it
+		result := endomorphism(initialState)
+
+		assert.True(t, IsOpen(result), "state should remain open")
+
+		// The open state should be unchanged since handleFailureOnClosed
+		// only operates on the Right (closed) side of the Either
+		openResult := either.Fold(
+			func(os openState) openState { return os },
+			func(ClosedState) openState { return openState{} },
+		)(result)
+		assert.Equal(t, existingOpen.openedAt, openResult.openedAt, "openedAt should be unchanged")
+		assert.Equal(t, existingOpen.resetAt, openResult.resetAt, "resetAt should be unchanged")
+		assert.Equal(t, existingOpen.canaryRequest, openResult.canaryRequest, "canaryRequest should be unchanged")
 	})
 }

v2/circuitbreaker/error.go

@@ -28,7 +28,10 @@ import (
 //
 // Thread Safety: This type is immutable and safe for concurrent use.
 type CircuitBreakerError struct {
-	Name    string
+	// Name: The name identifying this circuit breaker instance
+	Name string
+
+	// ResetAt: The time at which the circuit breaker will transition from open to half-open state
 	ResetAt time.Time
 }
 

v2/circuitbreaker/metrics.go

@@ -6,6 +6,7 @@ import (
 	"time"
 
 	"github.com/IBM/fp-go/v2/function"
+	"github.com/IBM/fp-go/v2/io"
 )
 
 type (
@@ -110,6 +111,25 @@ type (
 		name   string
 		logger *log.Logger
 	}
+
+	// voidMetrics is a no-op implementation of the Metrics interface that does nothing.
+	// All methods return the same pre-allocated IO[Void] operation that immediately returns
+	// without performing any action.
+	//
+	// This implementation is useful for:
+	//   - Testing scenarios where metrics collection is not needed
+	//   - Production environments where metrics overhead should be eliminated
+	//   - Benchmarking circuit breaker logic without metrics interference
+	//   - Default initialization when no metrics implementation is provided
+	//
+	// Thread Safety: This implementation is safe for concurrent use. The noop IO operation
+	// is immutable and can be safely shared across goroutines.
+	//
+	// Performance: This is the most efficient Metrics implementation as it performs no
+	// operations and has minimal memory overhead (single shared IO[Void] instance).
+	voidMetrics struct {
+		noop IO[Void]
+	}
 )
 
 // doLog is a helper method that creates an IO operation for logging a circuit breaker event.
@@ -206,3 +226,79 @@ func (m *loggingMetrics) Canary(ct time.Time) IO[Void] {
 func MakeMetricsFromLogger(name string, logger *log.Logger) Metrics {
 	return &loggingMetrics{name: name, logger: logger}
 }
+
+// Open implements the Metrics interface for voidMetrics.
+// Returns a no-op IO operation that does nothing.
+//
+// Thread Safety: Safe for concurrent use.
+func (m *voidMetrics) Open(_ time.Time) IO[Void] {
+	return m.noop
+}
+
+// Accept implements the Metrics interface for voidMetrics.
+// Returns a no-op IO operation that does nothing.
+//
+// Thread Safety: Safe for concurrent use.
+func (m *voidMetrics) Accept(_ time.Time) IO[Void] {
+	return m.noop
+}
+
+// Canary implements the Metrics interface for voidMetrics.
+// Returns a no-op IO operation that does nothing.
+//
+// Thread Safety: Safe for concurrent use.
+func (m *voidMetrics) Canary(_ time.Time) IO[Void] {
+	return m.noop
+}
+
+// Close implements the Metrics interface for voidMetrics.
+// Returns a no-op IO operation that does nothing.
+//
+// Thread Safety: Safe for concurrent use.
+func (m *voidMetrics) Close(_ time.Time) IO[Void] {
+	return m.noop
+}
+
+// Reject implements the Metrics interface for voidMetrics.
+// Returns a no-op IO operation that does nothing.
+//
+// Thread Safety: Safe for concurrent use.
+func (m *voidMetrics) Reject(_ time.Time) IO[Void] {
+	return m.noop
+}
+
+// MakeVoidMetrics creates a no-op Metrics implementation that performs no operations.
+// All methods return the same pre-allocated IO[Void] operation that does nothing when executed.
+//
+// This is useful for:
+//   - Testing scenarios where metrics collection is not needed
+//   - Production environments where metrics overhead should be eliminated
+//   - Benchmarking circuit breaker logic without metrics interference
+//   - Default initialization when no metrics implementation is provided
+//
+// Returns:
+//   - Metrics: A thread-safe no-op Metrics implementation
+//
+// Thread Safety: The returned Metrics implementation is safe for concurrent use.
+// All methods return the same immutable IO[Void] operation.
+//
+// Performance: This is the most efficient Metrics implementation with minimal overhead.
+// The IO[Void] operation is pre-allocated once and reused for all method calls.
+//
+// Example:
+//
+//	metrics := MakeVoidMetrics()
+//
+//	// All operations do nothing
+//	io.Run(metrics.Open(time.Now()))    // No-op
+//	io.Run(metrics.Accept(time.Now()))  // No-op
+//	io.Run(metrics.Reject(time.Now()))  // No-op
+//
+//	// Useful for testing
+//	breaker := MakeCircuitBreaker(
+//	    // ... other parameters ...
+//	    MakeVoidMetrics(), // No metrics overhead
+//	)
+func MakeVoidMetrics() Metrics {
+	return &voidMetrics{io.Of(function.VOID)}
+}

v2/circuitbreaker/metrics_test.go

@@ -504,3 +504,443 @@ func TestMetricsIOOperations(t *testing.T) {
 		assert.Len(t, lines, 3, "should execute multiple times")
 	})
 }
+
+// TestMakeVoidMetrics tests the MakeVoidMetrics constructor
+func TestMakeVoidMetrics(t *testing.T) {
+	t.Run("creates valid Metrics implementation", func(t *testing.T) {
+		metrics := MakeVoidMetrics()
+
+		assert.NotNil(t, metrics, "MakeVoidMetrics should return non-nil Metrics")
+	})
+
+	t.Run("returns voidMetrics type", func(t *testing.T) {
+		metrics := MakeVoidMetrics()
+
+		_, ok := metrics.(*voidMetrics)
+		assert.True(t, ok, "should return *voidMetrics type")
+	})
+
+	t.Run("initializes noop IO operation", func(t *testing.T) {
+		metrics := MakeVoidMetrics().(*voidMetrics)
+
+		assert.NotNil(t, metrics.noop, "noop IO operation should be initialized")
+	})
+}
+
+// TestVoidMetricsAccept tests the Accept method of voidMetrics
+func TestVoidMetricsAccept(t *testing.T) {
+	t.Run("returns non-nil IO operation", func(t *testing.T) {
+		metrics := MakeVoidMetrics()
+		timestamp := time.Now()
+
+		ioOp := metrics.Accept(timestamp)
+
+		assert.NotNil(t, ioOp, "should return non-nil IO operation")
+	})
+
+	t.Run("IO operation executes without side effects", func(t *testing.T) {
+		metrics := MakeVoidMetrics()
+		timestamp := time.Now()
+
+		ioOp := metrics.Accept(timestamp)
+		result := io.Run(ioOp)
+
+		assert.NotNil(t, result, "IO operation should execute successfully")
+	})
+
+	t.Run("returns same IO operation instance", func(t *testing.T) {
+		metrics := MakeVoidMetrics().(*voidMetrics)
+		timestamp := time.Now()
+
+		ioOp1 := metrics.Accept(timestamp)
+		ioOp2 := metrics.Accept(timestamp)
+
+		// Both should be non-nil (we can't compare functions directly in Go)
+		assert.NotNil(t, ioOp1, "should return non-nil IO operation")
+		assert.NotNil(t, ioOp2, "should return non-nil IO operation")
+
+		// Verify they execute without error
+		io.Run(ioOp1)
+		io.Run(ioOp2)
+	})
+
+	t.Run("ignores timestamp parameter", func(t *testing.T) {
+		metrics := MakeVoidMetrics()
+		time1 := time.Date(2026, 1, 9, 15, 30, 0, 0, time.UTC)
+		time2 := time.Date(2026, 1, 9, 16, 30, 0, 0, time.UTC)
+
+		ioOp1 := metrics.Accept(time1)
+		ioOp2 := metrics.Accept(time2)
+
+		// Should return same operation regardless of timestamp
+		io.Run(ioOp1)
+		io.Run(ioOp2)
+		// No assertions needed - just verify it doesn't panic
+	})
+}
+
+// TestVoidMetricsReject tests the Reject method of voidMetrics
+func TestVoidMetricsReject(t *testing.T) {
+	t.Run("returns non-nil IO operation", func(t *testing.T) {
+		metrics := MakeVoidMetrics()
+		timestamp := time.Now()
+
+		ioOp := metrics.Reject(timestamp)
+
+		assert.NotNil(t, ioOp, "should return non-nil IO operation")
+	})
+
+	t.Run("IO operation executes without side effects", func(t *testing.T) {
+		metrics := MakeVoidMetrics()
+		timestamp := time.Now()
+
+		ioOp := metrics.Reject(timestamp)
+		result := io.Run(ioOp)
+
+		assert.NotNil(t, result, "IO operation should execute successfully")
+	})
+
+	t.Run("returns same IO operation instance", func(t *testing.T) {
+		metrics := MakeVoidMetrics()
+		timestamp := time.Now()
+
+		ioOp := metrics.Reject(timestamp)
+
+		assert.NotNil(t, ioOp, "should return non-nil IO operation")
+		io.Run(ioOp) // Verify it executes without error
+	})
+}
+
+// TestVoidMetricsOpen tests the Open method of voidMetrics
+func TestVoidMetricsOpen(t *testing.T) {
+	t.Run("returns non-nil IO operation", func(t *testing.T) {
+		metrics := MakeVoidMetrics()
+		timestamp := time.Now()
+
+		ioOp := metrics.Open(timestamp)
+
+		assert.NotNil(t, ioOp, "should return non-nil IO operation")
+	})
+
+	t.Run("IO operation executes without side effects", func(t *testing.T) {
+		metrics := MakeVoidMetrics()
+		timestamp := time.Now()
+
+		ioOp := metrics.Open(timestamp)
+		result := io.Run(ioOp)
+
+		assert.NotNil(t, result, "IO operation should execute successfully")
+	})
+
+	t.Run("returns same IO operation instance", func(t *testing.T) {
+		metrics := MakeVoidMetrics()
+		timestamp := time.Now()
+
+		ioOp := metrics.Open(timestamp)
+
+		assert.NotNil(t, ioOp, "should return non-nil IO operation")
+		io.Run(ioOp) // Verify it executes without error
+	})
+}
+
+// TestVoidMetricsClose tests the Close method of voidMetrics
+func TestVoidMetricsClose(t *testing.T) {
+	t.Run("returns non-nil IO operation", func(t *testing.T) {
+		metrics := MakeVoidMetrics()
+		timestamp := time.Now()
+
+		ioOp := metrics.Close(timestamp)
+
+		assert.NotNil(t, ioOp, "should return non-nil IO operation")
+	})
+
+	t.Run("IO operation executes without side effects", func(t *testing.T) {
+		metrics := MakeVoidMetrics()
+		timestamp := time.Now()
+
+		ioOp := metrics.Close(timestamp)
+		result := io.Run(ioOp)
+
+		assert.NotNil(t, result, "IO operation should execute successfully")
+	})
+
+	t.Run("returns same IO operation instance", func(t *testing.T) {
+		metrics := MakeVoidMetrics()
+		timestamp := time.Now()
+
+		ioOp := metrics.Close(timestamp)
+
+		assert.NotNil(t, ioOp, "should return non-nil IO operation")
+		io.Run(ioOp) // Verify it executes without error
+	})
+}
+
+// TestVoidMetricsCanary tests the Canary method of voidMetrics
+func TestVoidMetricsCanary(t *testing.T) {
+	t.Run("returns non-nil IO operation", func(t *testing.T) {
+		metrics := MakeVoidMetrics()
+		timestamp := time.Now()
+
+		ioOp := metrics.Canary(timestamp)
+
+		assert.NotNil(t, ioOp, "should return non-nil IO operation")
+	})
+
+	t.Run("IO operation executes without side effects", func(t *testing.T) {
+		metrics := MakeVoidMetrics()
+		timestamp := time.Now()
+
+		ioOp := metrics.Canary(timestamp)
+		result := io.Run(ioOp)
+
+		assert.NotNil(t, result, "IO operation should execute successfully")
+	})
+
+	t.Run("returns same IO operation instance", func(t *testing.T) {
+		metrics := MakeVoidMetrics()
+		timestamp := time.Now()
+
+		ioOp := metrics.Canary(timestamp)
+
+		assert.NotNil(t, ioOp, "should return non-nil IO operation")
+		io.Run(ioOp) // Verify it executes without error
+	})
+}
+
+// TestVoidMetricsThreadSafety tests concurrent access to voidMetrics
+func TestVoidMetricsThreadSafety(t *testing.T) {
+	t.Run("handles concurrent metric calls", func(t *testing.T) {
+		metrics := MakeVoidMetrics()
+
+		var wg sync.WaitGroup
+		numGoroutines := 100
+		wg.Add(numGoroutines * 5) // 5 methods
+
+		timestamp := time.Now()
+
+		// Launch multiple goroutines calling all methods concurrently
+		for i := 0; i < numGoroutines; i++ {
+			go func() {
+				defer wg.Done()
+				io.Run(metrics.Accept(timestamp))
+			}()
+			go func() {
+				defer wg.Done()
+				io.Run(metrics.Reject(timestamp))
+			}()
+			go func() {
+				defer wg.Done()
+				io.Run(metrics.Open(timestamp))
+			}()
+			go func() {
+				defer wg.Done()
+				io.Run(metrics.Close(timestamp))
+			}()
+			go func() {
+				defer wg.Done()
+				io.Run(metrics.Canary(timestamp))
+			}()
+		}
+
+		wg.Wait()
+		// Test passes if no panic occurs
+	})
+
+	t.Run("all methods return valid IO operations concurrently", func(t *testing.T) {
+		metrics := MakeVoidMetrics()
+
+		var wg sync.WaitGroup
+		numGoroutines := 50
+		wg.Add(numGoroutines)
+
+		timestamp := time.Now()
+		results := make([]IO[Void], numGoroutines)
+
+		for i := 0; i < numGoroutines; i++ {
+			go func(idx int) {
+				defer wg.Done()
+				// Each goroutine calls a different method
+				switch idx % 5 {
+				case 0:
+					results[idx] = metrics.Accept(timestamp)
+				case 1:
+					results[idx] = metrics.Reject(timestamp)
+				case 2:
+					results[idx] = metrics.Open(timestamp)
+				case 3:
+					results[idx] = metrics.Close(timestamp)
+				case 4:
+					results[idx] = metrics.Canary(timestamp)
+				}
+			}(i)
+		}
+
+		wg.Wait()
+
+		// All results should be non-nil and executable
+		for i, result := range results {
+			assert.NotNil(t, result, "result %d should be non-nil", i)
+			io.Run(result) // Verify it executes without error
+		}
+	})
+}
+
+// TestVoidMetricsPerformance tests performance characteristics
+func TestVoidMetricsPerformance(t *testing.T) {
+	t.Run("has minimal overhead", func(t *testing.T) {
+		metrics := MakeVoidMetrics()
+		timestamp := time.Now()
+
+		// Execute many operations quickly
+		iterations := 10000
+		for i := 0; i < iterations; i++ {
+			io.Run(metrics.Accept(timestamp))
+			io.Run(metrics.Reject(timestamp))
+			io.Run(metrics.Open(timestamp))
+			io.Run(metrics.Close(timestamp))
+			io.Run(metrics.Canary(timestamp))
+		}
+		// Test passes if it completes quickly without issues
+	})
+
+	t.Run("all methods return valid IO operations", func(t *testing.T) {
+		metrics := MakeVoidMetrics()
+		timestamp := time.Now()
+
+		// All methods should return non-nil IO operations
+		accept := metrics.Accept(timestamp)
+		reject := metrics.Reject(timestamp)
+		open := metrics.Open(timestamp)
+		close := metrics.Close(timestamp)
+		canary := metrics.Canary(timestamp)
+
+		assert.NotNil(t, accept, "Accept should return non-nil")
+		assert.NotNil(t, reject, "Reject should return non-nil")
+		assert.NotNil(t, open, "Open should return non-nil")
+		assert.NotNil(t, close, "Close should return non-nil")
+		assert.NotNil(t, canary, "Canary should return non-nil")
+
+		// All should execute without error
+		io.Run(accept)
+		io.Run(reject)
+		io.Run(open)
+		io.Run(close)
+		io.Run(canary)
+	})
+}
+
+// TestVoidMetricsIntegration tests integration scenarios
+func TestVoidMetricsIntegration(t *testing.T) {
+	t.Run("can be used as drop-in replacement for loggingMetrics", func(t *testing.T) {
+		// Create both types of metrics
+		var buf bytes.Buffer
+		logger := log.New(&buf, "", 0)
+		loggingMetrics := MakeMetricsFromLogger("TestCircuit", logger)
+		voidMetrics := MakeVoidMetrics()
+
+		timestamp := time.Now()
+
+		// Both should implement the same interface
+		var m1 Metrics = loggingMetrics
+		var m2 Metrics = voidMetrics
+
+		// Both should be callable
+		io.Run(m1.Accept(timestamp))
+		io.Run(m2.Accept(timestamp))
+
+		// Logging metrics should have output
+		assert.NotEmpty(t, buf.String(), "logging metrics should produce output")
+
+		// Void metrics should have no observable side effects
+		// (we can't directly test this, but the test passes if no panic occurs)
+	})
+
+	t.Run("simulates complete circuit breaker lifecycle without side effects", func(t *testing.T) {
+		metrics := MakeVoidMetrics()
+		baseTime := time.Date(2026, 1, 9, 15, 30, 0, 0, time.UTC)
+
+		// Simulate circuit breaker lifecycle - all should be no-ops
+		io.Run(metrics.Accept(baseTime))
+		io.Run(metrics.Accept(baseTime.Add(1 * time.Second)))
+		io.Run(metrics.Open(baseTime.Add(2 * time.Second)))
+		io.Run(metrics.Reject(baseTime.Add(3 * time.Second)))
+		io.Run(metrics.Canary(baseTime.Add(30 * time.Second)))
+		io.Run(metrics.Close(baseTime.Add(31 * time.Second)))
+
+		// Test passes if no panic occurs and completes quickly
+	})
+}
+
+// TestVoidMetricsEdgeCases tests edge cases
+func TestVoidMetricsEdgeCases(t *testing.T) {
+	t.Run("handles zero time", func(t *testing.T) {
+		metrics := MakeVoidMetrics()
+		zeroTime := time.Time{}
+
+		io.Run(metrics.Accept(zeroTime))
+		io.Run(metrics.Reject(zeroTime))
+		io.Run(metrics.Open(zeroTime))
+		io.Run(metrics.Close(zeroTime))
+		io.Run(metrics.Canary(zeroTime))
+
+		// Test passes if no panic occurs
+	})
+
+	t.Run("handles far future time", func(t *testing.T) {
+		metrics := MakeVoidMetrics()
+		futureTime := time.Date(9999, 12, 31, 23, 59, 59, 0, time.UTC)
+
+		io.Run(metrics.Accept(futureTime))
+		io.Run(metrics.Reject(futureTime))
+		io.Run(metrics.Open(futureTime))
+		io.Run(metrics.Close(futureTime))
+		io.Run(metrics.Canary(futureTime))
+
+		// Test passes if no panic occurs
+	})
+
+	t.Run("IO operations are idempotent", func(t *testing.T) {
+		metrics := MakeVoidMetrics()
+		timestamp := time.Now()
+
+		ioOp := metrics.Accept(timestamp)
+
+		// Execute same operation multiple times
+		io.Run(ioOp)
+		io.Run(ioOp)
+		io.Run(ioOp)
+
+		// Test passes if no panic occurs
+	})
+}
+
+// TestMetricsComparison compares loggingMetrics and voidMetrics
+func TestMetricsComparison(t *testing.T) {
+	t.Run("both implement Metrics interface", func(t *testing.T) {
+		var buf bytes.Buffer
+		logger := log.New(&buf, "", 0)
+
+		var m1 Metrics = MakeMetricsFromLogger("Test", logger)
+		var m2 Metrics = MakeVoidMetrics()
+
+		assert.NotNil(t, m1)
+		assert.NotNil(t, m2)
+	})
+
+	t.Run("voidMetrics has no observable side effects unlike loggingMetrics", func(t *testing.T) {
+		var buf bytes.Buffer
+		logger := log.New(&buf, "", 0)
+		loggingMetrics := MakeMetricsFromLogger("Test", logger)
+		voidMetrics := MakeVoidMetrics()
+
+		timestamp := time.Now()
+
+		// Logging metrics produces output
+		io.Run(loggingMetrics.Accept(timestamp))
+		assert.NotEmpty(t, buf.String(), "logging metrics should produce output")
+
+		// Void metrics has no observable output
+		// (we can only verify it doesn't panic)
+		io.Run(voidMetrics.Accept(timestamp))
+	})
+}

v2/circuitbreaker/types.go

@@ -34,6 +34,7 @@ import (
 	"github.com/IBM/fp-go/v2/pair"
 	"github.com/IBM/fp-go/v2/predicate"
 	"github.com/IBM/fp-go/v2/reader"
+	"github.com/IBM/fp-go/v2/readerio"
 	"github.com/IBM/fp-go/v2/retry"
 	"github.com/IBM/fp-go/v2/state"
 )
@@ -79,10 +80,13 @@ type (
 	// and produces a value of type A. Used for dependency injection and configuration.
 	Reader[R, A any] = reader.Reader[R, A]
 
+	ReaderIO[R, A any] = readerio.ReaderIO[R, A]
+
 	// openState represents the internal state when the circuit breaker is open.
 	// In the open state, requests are blocked to give the failing service time to recover.
 	// The circuit breaker will transition to a half-open state (canary request) after resetAt.
 	openState struct {
+		// openedAt is the time when the circuit breaker opened the circuit
 		openedAt time.Time
 
 		// resetAt is the time when the circuit breaker should attempt a canary request

v2/cli/apply.go

@@ -16,13 +16,14 @@
 package cli
 
 import (
+	"context"
 	"fmt"
 	"log"
 	"os"
 	"path/filepath"
 	"time"
 
-	C "github.com/urfave/cli/v2"
+	C "github.com/urfave/cli/v3"
 )
 
 func generateTraverseTuple(f *os.File, i int) {
@@ -422,10 +423,10 @@ func ApplyCommand() *C.Command {
 			flagCount,
 			flagFilename,
 		},
-		Action: func(ctx *C.Context) error {
+		Action: func(ctx context.Context, cmd *C.Command) error {
 			return generateApplyHelpers(
-				ctx.String(keyFilename),
-				ctx.Int(keyCount),
+				cmd.String(keyFilename),
+				cmd.Int(keyCount),
 			)
 		},
 	}

v2/cli/bind.go

@@ -16,13 +16,14 @@
 package cli
 
 import (
+	"context"
 	"fmt"
 	"log"
 	"os"
 	"path/filepath"
 	"time"
 
-	C "github.com/urfave/cli/v2"
+	C "github.com/urfave/cli/v3"
 )
 
 func createCombinations(n int, all, prev []int) [][]int {
@@ -284,10 +285,10 @@ func BindCommand() *C.Command {
 			flagCount,
 			flagFilename,
 		},
-		Action: func(ctx *C.Context) error {
+		Action: func(ctx context.Context, cmd *C.Command) error {
 			return generateBindHelpers(
-				ctx.String(keyFilename),
-				ctx.Int(keyCount),
+				cmd.String(keyFilename),
+				cmd.Int(keyCount),
 			)
 		},
 	}

v2/cli/commands.go

@@ -16,7 +16,7 @@
 package cli
 
 import (
-	C "github.com/urfave/cli/v2"
+	C "github.com/urfave/cli/v3"
 )
 
 func Commands() []*C.Command {

v2/cli/common.go

@@ -16,7 +16,7 @@
 package cli
 
 import (
-	C "github.com/urfave/cli/v2"
+	C "github.com/urfave/cli/v3"
 )
 
 const (

v2/cli/contextreaderioeither.go

@@ -16,6 +16,7 @@
 package cli
 
 import (
+	"context"
 	"fmt"
 	"log"
 	"os"
@@ -23,7 +24,7 @@ import (
 	"strings"
 
 	A "github.com/IBM/fp-go/v2/array"
-	C "github.com/urfave/cli/v2"
+	C "github.com/urfave/cli/v3"
 )
 
 // Deprecated:
@@ -261,10 +262,10 @@ func ContextReaderIOEitherCommand() *C.Command {
 			flagCount,
 			flagFilename,
 		},
-		Action: func(ctx *C.Context) error {
+		Action: func(ctx context.Context, cmd *C.Command) error {
 			return generateContextReaderIOEitherHelpers(
-				ctx.String(keyFilename),
-				ctx.Int(keyCount),
+				cmd.String(keyFilename),
+				cmd.Int(keyCount),
 			)
 		},
 	}

v2/cli/di.go

@@ -16,13 +16,14 @@
 package cli
 
 import (
+	"context"
 	"fmt"
 	"log"
 	"os"
 	"path/filepath"
 	"time"
 
-	C "github.com/urfave/cli/v2"
+	C "github.com/urfave/cli/v3"
 )
 
 func generateMakeProvider(f *os.File, i int) {
@@ -221,10 +222,10 @@ func DICommand() *C.Command {
 			flagCount,
 			flagFilename,
 		},
-		Action: func(ctx *C.Context) error {
+		Action: func(ctx context.Context, cmd *C.Command) error {
 			return generateDIHelpers(
-				ctx.String(keyFilename),
-				ctx.Int(keyCount),
+				cmd.String(keyFilename),
+				cmd.Int(keyCount),
 			)
 		},
 	}

v2/cli/either.go

@@ -16,13 +16,14 @@
 package cli
 
 import (
+	"context"
 	"fmt"
 	"log"
 	"os"
 	"path/filepath"
 	"time"
 
-	C "github.com/urfave/cli/v2"
+	C "github.com/urfave/cli/v3"
 )
 
 func eitherHKT(typeE string) func(typeA string) string {
@@ -190,10 +191,10 @@ func EitherCommand() *C.Command {
 			flagCount,
 			flagFilename,
 		},
-		Action: func(ctx *C.Context) error {
+		Action: func(ctx context.Context, cmd *C.Command) error {
 			return generateEitherHelpers(
-				ctx.String(keyFilename),
-				ctx.Int(keyCount),
+				cmd.String(keyFilename),
+				cmd.Int(keyCount),
 			)
 		},
 	}

v2/cli/identity.go

@@ -16,13 +16,14 @@
 package cli
 
 import (
+	"context"
 	"fmt"
 	"log"
 	"os"
 	"path/filepath"
 	"time"
 
-	C "github.com/urfave/cli/v2"
+	C "github.com/urfave/cli/v3"
 )
 
 func identityHKT(typeA string) string {
@@ -93,10 +94,10 @@ func IdentityCommand() *C.Command {
 			flagCount,
 			flagFilename,
 		},
-		Action: func(ctx *C.Context) error {
+		Action: func(ctx context.Context, cmd *C.Command) error {
 			return generateIdentityHelpers(
-				ctx.String(keyFilename),
-				ctx.Int(keyCount),
+				cmd.String(keyFilename),
+				cmd.Int(keyCount),
 			)
 		},
 	}

v2/cli/io.go

@@ -16,6 +16,7 @@
 package cli
 
 import (
+	"context"
 	"fmt"
 	"log"
 	"os"
@@ -23,7 +24,7 @@ import (
 	"time"
 
 	A "github.com/IBM/fp-go/v2/array"
-	C "github.com/urfave/cli/v2"
+	C "github.com/urfave/cli/v3"
 )
 
 func nonGenericIO(param string) string {
@@ -102,10 +103,10 @@ func IOCommand() *C.Command {
 			flagCount,
 			flagFilename,
 		},
-		Action: func(ctx *C.Context) error {
+		Action: func(ctx context.Context, cmd *C.Command) error {
 			return generateIOHelpers(
-				ctx.String(keyFilename),
-				ctx.Int(keyCount),
+				cmd.String(keyFilename),
+				cmd.Int(keyCount),
 			)
 		},
 	}

v2/cli/ioeither.go

@@ -16,6 +16,7 @@
 package cli
 
 import (
+	"context"
 	"fmt"
 	"log"
 	"os"
@@ -23,7 +24,7 @@ import (
 	"time"
 
 	A "github.com/IBM/fp-go/v2/array"
-	C "github.com/urfave/cli/v2"
+	C "github.com/urfave/cli/v3"
 )
 
 // [GA ~func() ET.Either[E, A], GB ~func() ET.Either[E, B], GTAB ~func() ET.Either[E, T.Tuple2[A, B]], E, A, B any](a GA, b GB) GTAB {
@@ -273,10 +274,10 @@ func IOEitherCommand() *C.Command {
 			flagCount,
 			flagFilename,
 		},
-		Action: func(ctx *C.Context) error {
+		Action: func(ctx context.Context, cmd *C.Command) error {
 			return generateIOEitherHelpers(
-				ctx.String(keyFilename),
-				ctx.Int(keyCount),
+				cmd.String(keyFilename),
+				cmd.Int(keyCount),
 			)
 		},
 	}

v2/cli/iooption.go

@@ -16,6 +16,7 @@
 package cli
 
 import (
+	"context"
 	"fmt"
 	"log"
 	"os"
@@ -23,7 +24,7 @@ import (
 	"time"
 
 	A "github.com/IBM/fp-go/v2/array"
-	C "github.com/urfave/cli/v2"
+	C "github.com/urfave/cli/v3"
 )
 
 func nonGenericIOOption(param string) string {
@@ -107,10 +108,10 @@ func IOOptionCommand() *C.Command {
 			flagCount,
 			flagFilename,
 		},
-		Action: func(ctx *C.Context) error {
+		Action: func(ctx context.Context, cmd *C.Command) error {
 			return generateIOOptionHelpers(
-				ctx.String(keyFilename),
-				ctx.Int(keyCount),
+				cmd.String(keyFilename),
+				cmd.Int(keyCount),
 			)
 		},
 	}

v2/cli/lens.go

@@ -17,6 +17,7 @@ package cli
 
 import (
 	"bytes"
+	"context"
 	"go/ast"
 	"go/parser"
 	"go/token"
@@ -28,7 +29,7 @@ import (
 	"text/template"
 
 	S "github.com/IBM/fp-go/v2/string"
-	C "github.com/urfave/cli/v2"
+	C "github.com/urfave/cli/v3"
 )
 
 const (
@@ -86,7 +87,9 @@ type templateData struct {
 }
 
 const lensStructTemplate = `
-// {{.Name}}Lenses provides lenses for accessing fields of {{.Name}}
+// {{.Name}}Lenses provides [lenses] for accessing fields of [{{.Name}}]
+//
+// [lenses]: __lens.Lens
 type {{.Name}}Lenses{{.TypeParams}} struct {
 	// mandatory fields
 {{- range .Fields}}
@@ -100,7 +103,10 @@ type {{.Name}}Lenses{{.TypeParams}} struct {
 {{- end}}
 }
 
-// {{.Name}}RefLenses provides lenses for accessing fields of {{.Name}} via a reference to {{.Name}}
+// {{.Name}}RefLenses provides [lenses] for accessing fields of [{{.Name}}] via a reference to [{{.Name}}]
+//
+//
+// [lenses]: __lens.Lens
 type {{.Name}}RefLenses{{.TypeParams}} struct {
 	// mandatory fields
 {{- range .Fields}}
@@ -111,23 +117,32 @@ type {{.Name}}RefLenses{{.TypeParams}} struct {
 {{- if .IsComparable}}
 	{{.Name}}O __lens_option.LensO[*{{$.Name}}{{$.TypeParamNames}}, {{.TypeName}}]
 {{- end}}
-{{- end}}
-	// prisms
-{{- range .Fields}}
-	{{.Name}}P __prism.Prism[*{{$.Name}}{{$.TypeParamNames}}, {{.TypeName}}]
 {{- end}}
 }
 
-// {{.Name}}Prisms provides prisms for accessing fields of {{.Name}}
+// {{.Name}}Prisms provides [prisms] for accessing fields of [{{.Name}}]
+//
+// [prisms]: __prism.Prism
 type {{.Name}}Prisms{{.TypeParams}} struct {
 {{- range .Fields}}
 	{{.Name}} __prism.Prism[{{$.Name}}{{$.TypeParamNames}}, {{.TypeName}}]
 {{- end}}
 }
+
+// {{.Name}}RefPrisms provides [prisms] for accessing fields of [{{.Name}}] via a reference to [{{.Name}}]
+//
+// [prisms]: __prism.Prism
+type {{.Name}}RefPrisms{{.TypeParams}} struct {
+{{- range .Fields}}
+	{{.Name}} __prism.Prism[*{{$.Name}}{{$.TypeParamNames}}, {{.TypeName}}]
+{{- end}}
+}
 `
 
 const lensConstructorTemplate = `
-// Make{{.Name}}Lenses creates a new {{.Name}}Lenses with lenses for all fields
+// Make{{.Name}}Lenses creates a new [{{.Name}}Lenses] with [lenses] for all fields
+//
+// [lenses]:__lens.Lens
 func Make{{.Name}}Lenses{{.TypeParams}}() {{.Name}}Lenses{{.TypeParamNames}} {
 	// mandatory lenses
 {{- range .Fields}}
@@ -157,7 +172,9 @@ func Make{{.Name}}Lenses{{.TypeParams}}() {{.Name}}Lenses{{.TypeParamNames}} {
 	}
 }
 
-// Make{{.Name}}RefLenses creates a new {{.Name}}RefLenses with lenses for all fields
+// Make{{.Name}}RefLenses creates a new [{{.Name}}RefLenses] with [lenses] for all fields
+//
+// [lenses]:__lens.Lens
 func Make{{.Name}}RefLenses{{.TypeParams}}() {{.Name}}RefLenses{{.TypeParamNames}} {
 	// mandatory lenses
 {{- range .Fields}}
@@ -195,7 +212,9 @@ func Make{{.Name}}RefLenses{{.TypeParams}}() {{.Name}}RefLenses{{.TypeParamNames
 	}
 }
 
-// Make{{.Name}}Prisms creates a new {{.Name}}Prisms with prisms for all fields
+// Make{{.Name}}Prisms creates a new [{{.Name}}Prisms] with [prisms] for all fields
+//
+// [prisms]:__prism.Prism
 func Make{{.Name}}Prisms{{.TypeParams}}() {{.Name}}Prisms{{.TypeParamNames}} {
 {{- range .Fields}}
 {{- if .IsComparable}}
@@ -235,6 +254,49 @@ func Make{{.Name}}Prisms{{.TypeParams}}() {{.Name}}Prisms{{.TypeParamNames}} {
 {{- end}}
 	}
 }
+
+// Make{{.Name}}RefPrisms creates a new [{{.Name}}RefPrisms] with [prisms] for all fields
+//
+// [prisms]:__prism.Prism
+func Make{{.Name}}RefPrisms{{.TypeParams}}() {{.Name}}RefPrisms{{.TypeParamNames}} {
+{{- range .Fields}}
+{{- if .IsComparable}}
+	_fromNonZero{{.Name}} := __option.FromNonZero[{{.TypeName}}]()
+	_prism{{.Name}} := __prism.MakePrismWithName(
+		func(s *{{$.Name}}{{$.TypeParamNames}}) __option.Option[{{.TypeName}}] { return _fromNonZero{{.Name}}(s.{{.Name}}) },
+		func(v {{.TypeName}}) *{{$.Name}}{{$.TypeParamNames}} {
+			{{- if .IsEmbedded}}
+			var result {{$.Name}}{{$.TypeParamNames}}
+			result.{{.Name}} = v
+			return &result
+			{{- else}}
+			return &{{$.Name}}{{$.TypeParamNames}}{ {{.Name}}: v }
+			{{- end}}
+		},
+		"{{$.Name}}{{$.TypeParamNames}}.{{.Name}}",
+	)
+{{- else}}
+	_prism{{.Name}} := __prism.MakePrismWithName(
+		func(s *{{$.Name}}{{$.TypeParamNames}}) __option.Option[{{.TypeName}}] { return __option.Some(s.{{.Name}}) },
+		func(v {{.TypeName}}) *{{$.Name}}{{$.TypeParamNames}} {
+			{{- if .IsEmbedded}}
+			var result {{$.Name}}{{$.TypeParamNames}}
+			result.{{.Name}} = v
+			return &result
+			{{- else}}
+			return &{{$.Name}}{{$.TypeParamNames}}{ {{.Name}}: v }
+			{{- end}}
+		},
+		"{{$.Name}}{{$.TypeParamNames}}.{{.Name}}",
+	)
+{{- end}}
+{{- end}}
+	return {{.Name}}RefPrisms{{.TypeParamNames}} {
+{{- range .Fields}}
+		{{.Name}}: _prism{{.Name}},
+{{- end}}
+	}
+}
 `
 
 var (
@@ -535,9 +597,9 @@ func extractEmbeddedFields(embedType ast.Expr, fileImports map[string]string, fi
 		}
 
 		for _, name := range field.Names {
-			// Only export lenses for exported fields
-			if name.IsExported() {
-				fieldTypeName := getTypeName(field.Type)
+			// Generate lenses for both exported and unexported fields
+			fieldTypeName := getTypeName(field.Type)
+			if true { // Keep the block structure for minimal changes
 				isOptional := false
 				baseType := fieldTypeName
 
@@ -697,9 +759,9 @@ func parseFile(filename string) ([]structInfo, string, error) {
 				continue
 			}
 			for _, name := range field.Names {
-				// Only export lenses for exported fields
-				if name.IsExported() {
-					typeName := getTypeName(field.Type)
+				// Generate lenses for both exported and unexported fields
+				typeName := getTypeName(field.Type)
+				if true { // Keep the block structure for minimal changes
 					isOptional := false
 					baseType := typeName
 					isComparable := false
@@ -934,12 +996,12 @@ func LensCommand() *C.Command {
 			flagVerbose,
 			flagIncludeTestFiles,
 		},
-		Action: func(ctx *C.Context) error {
+		Action: func(ctx context.Context, cmd *C.Command) error {
 			return generateLensHelpers(
-				ctx.String(keyLensDir),
-				ctx.String(keyFilename),
-				ctx.Bool(keyVerbose),
-				ctx.Bool(keyIncludeTestFile),
+				cmd.String(keyLensDir),
+				cmd.String(keyFilename),
+				cmd.Bool(keyVerbose),
+				cmd.Bool(keyIncludeTestFile),
 			)
 		},
 	}

v2/cli/lens_test.go

@@ -1086,3 +1086,255 @@ type ComparableBox[T comparable] struct {
 	// Verify that MakeLensRef is NOT used (since both fields are comparable)
 	assert.NotContains(t, contentStr, "__lens.MakeLensRefWithName(", "Should not use MakeLensRefWithName when all fields are comparable")
 }
+
+func TestParseFileWithUnexportedFields(t *testing.T) {
+	// Create a temporary test file
+	tmpDir := t.TempDir()
+	testFile := filepath.Join(tmpDir, "test.go")
+
+	testCode := `package testpkg
+
+// fp-go:Lens
+type Config struct {
+	PublicName  string
+	privateName string
+	PublicValue int
+	privateValue *int
+}
+`
+
+	err := os.WriteFile(testFile, []byte(testCode), 0o644)
+	require.NoError(t, err)
+
+	// Parse the file
+	structs, pkg, err := parseFile(testFile)
+	require.NoError(t, err)
+
+	// Verify results
+	assert.Equal(t, "testpkg", pkg)
+	assert.Len(t, structs, 1)
+
+	// Check Config struct
+	config := structs[0]
+	assert.Equal(t, "Config", config.Name)
+	assert.Len(t, config.Fields, 4, "Should include both exported and unexported fields")
+
+	// Check exported field
+	assert.Equal(t, "PublicName", config.Fields[0].Name)
+	assert.Equal(t, "string", config.Fields[0].TypeName)
+	assert.False(t, config.Fields[0].IsOptional)
+
+	// Check unexported field
+	assert.Equal(t, "privateName", config.Fields[1].Name)
+	assert.Equal(t, "string", config.Fields[1].TypeName)
+	assert.False(t, config.Fields[1].IsOptional)
+
+	// Check exported int field
+	assert.Equal(t, "PublicValue", config.Fields[2].Name)
+	assert.Equal(t, "int", config.Fields[2].TypeName)
+	assert.False(t, config.Fields[2].IsOptional)
+
+	// Check unexported pointer field
+	assert.Equal(t, "privateValue", config.Fields[3].Name)
+	assert.Equal(t, "*int", config.Fields[3].TypeName)
+	assert.True(t, config.Fields[3].IsOptional)
+}
+
+func TestGenerateLensHelpersWithUnexportedFields(t *testing.T) {
+	// Create a temporary directory with test files
+	tmpDir := t.TempDir()
+
+	testCode := `package testpkg
+
+// fp-go:Lens
+type MixedStruct struct {
+	PublicField  string
+	privateField int
+	OptionalPrivate *string
+}
+`
+
+	testFile := filepath.Join(tmpDir, "test.go")
+	err := os.WriteFile(testFile, []byte(testCode), 0o644)
+	require.NoError(t, err)
+
+	// Generate lens code
+	outputFile := "gen_lens.go"
+	err = generateLensHelpers(tmpDir, outputFile, false, false)
+	require.NoError(t, err)
+
+	// Verify the generated file exists
+	genPath := filepath.Join(tmpDir, outputFile)
+	_, err = os.Stat(genPath)
+	require.NoError(t, err)
+
+	// Read and verify the generated content
+	content, err := os.ReadFile(genPath)
+	require.NoError(t, err)
+
+	contentStr := string(content)
+
+	// Check for expected content
+	assert.Contains(t, contentStr, "package testpkg")
+	assert.Contains(t, contentStr, "MixedStructLenses")
+	assert.Contains(t, contentStr, "MakeMixedStructLenses")
+
+	// Check that lenses are generated for all fields (exported and unexported)
+	assert.Contains(t, contentStr, "PublicField __lens.Lens[MixedStruct, string]")
+	assert.Contains(t, contentStr, "privateField __lens.Lens[MixedStruct, int]")
+	assert.Contains(t, contentStr, "OptionalPrivate __lens.Lens[MixedStruct, *string]")
+
+	// Check lens constructors
+	assert.Contains(t, contentStr, "func(s MixedStruct) string { return s.PublicField }")
+	assert.Contains(t, contentStr, "func(s MixedStruct) int { return s.privateField }")
+	assert.Contains(t, contentStr, "func(s MixedStruct) *string { return s.OptionalPrivate }")
+
+	// Check setters
+	assert.Contains(t, contentStr, "func(s MixedStruct, v string) MixedStruct { s.PublicField = v; return s }")
+	assert.Contains(t, contentStr, "func(s MixedStruct, v int) MixedStruct { s.privateField = v; return s }")
+	assert.Contains(t, contentStr, "func(s MixedStruct, v *string) MixedStruct { s.OptionalPrivate = v; return s }")
+}
+
+func TestParseFileWithOnlyUnexportedFields(t *testing.T) {
+	// Create a temporary test file
+	tmpDir := t.TempDir()
+	testFile := filepath.Join(tmpDir, "test.go")
+
+	testCode := `package testpkg
+
+// fp-go:Lens
+type PrivateConfig struct {
+	name    string
+	value   int
+	enabled bool
+}
+`
+
+	err := os.WriteFile(testFile, []byte(testCode), 0o644)
+	require.NoError(t, err)
+
+	// Parse the file
+	structs, pkg, err := parseFile(testFile)
+	require.NoError(t, err)
+
+	// Verify results
+	assert.Equal(t, "testpkg", pkg)
+	assert.Len(t, structs, 1)
+
+	// Check PrivateConfig struct
+	config := structs[0]
+	assert.Equal(t, "PrivateConfig", config.Name)
+	assert.Len(t, config.Fields, 3, "Should include all unexported fields")
+
+	// Check all fields are unexported
+	assert.Equal(t, "name", config.Fields[0].Name)
+	assert.Equal(t, "value", config.Fields[1].Name)
+	assert.Equal(t, "enabled", config.Fields[2].Name)
+}
+
+func TestGenerateLensHelpersWithUnexportedEmbeddedFields(t *testing.T) {
+	// Create a temporary directory with test files
+	tmpDir := t.TempDir()
+
+	testCode := `package testpkg
+
+type BaseConfig struct {
+	publicBase  string
+	privateBase int
+}
+
+// fp-go:Lens
+type ExtendedConfig struct {
+	BaseConfig
+	PublicField  string
+	privateField bool
+}
+`
+
+	testFile := filepath.Join(tmpDir, "test.go")
+	err := os.WriteFile(testFile, []byte(testCode), 0o644)
+	require.NoError(t, err)
+
+	// Generate lens code
+	outputFile := "gen_lens.go"
+	err = generateLensHelpers(tmpDir, outputFile, false, false)
+	require.NoError(t, err)
+
+	// Verify the generated file exists
+	genPath := filepath.Join(tmpDir, outputFile)
+	_, err = os.Stat(genPath)
+	require.NoError(t, err)
+
+	// Read and verify the generated content
+	content, err := os.ReadFile(genPath)
+	require.NoError(t, err)
+
+	contentStr := string(content)
+
+	// Check for expected content
+	assert.Contains(t, contentStr, "package testpkg")
+	assert.Contains(t, contentStr, "ExtendedConfigLenses")
+
+	// Check that lenses are generated for embedded unexported fields
+	assert.Contains(t, contentStr, "publicBase __lens.Lens[ExtendedConfig, string]")
+	assert.Contains(t, contentStr, "privateBase __lens.Lens[ExtendedConfig, int]")
+
+	// Check that lenses are generated for direct fields (both exported and unexported)
+	assert.Contains(t, contentStr, "PublicField __lens.Lens[ExtendedConfig, string]")
+	assert.Contains(t, contentStr, "privateField __lens.Lens[ExtendedConfig, bool]")
+}
+
+func TestParseFileWithMixedFieldVisibility(t *testing.T) {
+	// Create a temporary test file with various field visibility patterns
+	tmpDir := t.TempDir()
+	testFile := filepath.Join(tmpDir, "test.go")
+
+	testCode := `package testpkg
+
+// fp-go:Lens
+type ComplexStruct struct {
+	// Exported fields
+	Name        string
+	Age         int
+	Email       *string
+	
+	// Unexported fields
+	password    string
+	secretKey   []byte
+	internalID  *int
+	
+	// Mixed with tags
+	PublicWithTag  string ` + "`json:\"public,omitempty\"`" + `
+	privateWithTag int    ` + "`json:\"private,omitempty\"`" + `
+}
+`
+
+	err := os.WriteFile(testFile, []byte(testCode), 0o644)
+	require.NoError(t, err)
+
+	// Parse the file
+	structs, pkg, err := parseFile(testFile)
+	require.NoError(t, err)
+
+	// Verify results
+	assert.Equal(t, "testpkg", pkg)
+	assert.Len(t, structs, 1)
+
+	// Check ComplexStruct
+	complex := structs[0]
+	assert.Equal(t, "ComplexStruct", complex.Name)
+	assert.Len(t, complex.Fields, 8, "Should include all fields regardless of visibility")
+
+	// Verify field names and types
+	fieldNames := []string{"Name", "Age", "Email", "password", "secretKey", "internalID", "PublicWithTag", "privateWithTag"}
+	for i, expectedName := range fieldNames {
+		assert.Equal(t, expectedName, complex.Fields[i].Name, "Field %d should be %s", i, expectedName)
+	}
+
+	// Check optional fields
+	assert.False(t, complex.Fields[0].IsOptional, "Name should not be optional")
+	assert.True(t, complex.Fields[2].IsOptional, "Email (pointer) should be optional")
+	assert.True(t, complex.Fields[5].IsOptional, "internalID (pointer) should be optional")
+	assert.True(t, complex.Fields[6].IsOptional, "PublicWithTag (with omitempty) should be optional")
+	assert.True(t, complex.Fields[7].IsOptional, "privateWithTag (with omitempty) should be optional")
+}

v2/cli/option.go

@@ -16,13 +16,14 @@
 package cli
 
 import (
+	"context"
 	"fmt"
 	"log"
 	"os"
 	"path/filepath"
 	"time"
 
-	C "github.com/urfave/cli/v2"
+	C "github.com/urfave/cli/v3"
 )
 
 func optionHKT(typeA string) string {
@@ -200,10 +201,10 @@ func OptionCommand() *C.Command {
 			flagCount,
 			flagFilename,
 		},
-		Action: func(ctx *C.Context) error {
+		Action: func(ctx context.Context, cmd *C.Command) error {
 			return generateOptionHelpers(
-				ctx.String(keyFilename),
-				ctx.Int(keyCount),
+				cmd.String(keyFilename),
+				cmd.Int(keyCount),
 			)
 		},
 	}

v2/cli/pipe.go

@@ -16,13 +16,14 @@
 package cli
 
 import (
+	"context"
 	"fmt"
 	"log"
 	"os"
 	"path/filepath"
 	"time"
 
-	C "github.com/urfave/cli/v2"
+	C "github.com/urfave/cli/v3"
 )
 
 func generateUnsliced(f *os.File, i int) {
@@ -423,10 +424,10 @@ func PipeCommand() *C.Command {
 			flagCount,
 			flagFilename,
 		},
-		Action: func(ctx *C.Context) error {
+		Action: func(ctx context.Context, cmd *C.Command) error {
 			return generatePipeHelpers(
-				ctx.String(keyFilename),
-				ctx.Int(keyCount),
+				cmd.String(keyFilename),
+				cmd.Int(keyCount),
 			)
 		},
 	}

v2/cli/reader.go

@@ -16,13 +16,14 @@
 package cli
 
 import (
+	"context"
 	"fmt"
 	"log"
 	"os"
 	"path/filepath"
 	"time"
 
-	C "github.com/urfave/cli/v2"
+	C "github.com/urfave/cli/v3"
 )
 
 func generateReaderFrom(f, fg *os.File, i int) {
@@ -154,10 +155,10 @@ func ReaderCommand() *C.Command {
 			flagCount,
 			flagFilename,
 		},
-		Action: func(ctx *C.Context) error {
+		Action: func(ctx context.Context, cmd *C.Command) error {
 			return generateReaderHelpers(
-				ctx.String(keyFilename),
-				ctx.Int(keyCount),
+				cmd.String(keyFilename),
+				cmd.Int(keyCount),
 			)
 		},
 	}

v2/cli/readerioeither.go

@@ -16,13 +16,14 @@
 package cli
 
 import (
+	"context"
 	"fmt"
 	"log"
 	"os"
 	"path/filepath"
 	"time"
 
-	C "github.com/urfave/cli/v2"
+	C "github.com/urfave/cli/v3"
 )
 
 func generateReaderIOEitherFrom(f, fg *os.File, i int) {
@@ -284,10 +285,10 @@ func ReaderIOEitherCommand() *C.Command {
 			flagCount,
 			flagFilename,
 		},
-		Action: func(ctx *C.Context) error {
+		Action: func(ctx context.Context, cmd *C.Command) error {
 			return generateReaderIOEitherHelpers(
-				ctx.String(keyFilename),
-				ctx.Int(keyCount),
+				cmd.String(keyFilename),
+				cmd.Int(keyCount),
 			)
 		},
 	}

v2/cli/tuple.go

@@ -16,6 +16,7 @@
 package cli
 
 import (
+	"context"
 	"fmt"
 	"log"
 	"os"
@@ -23,7 +24,7 @@ import (
 	"strings"
 	"time"
 
-	C "github.com/urfave/cli/v2"
+	C "github.com/urfave/cli/v3"
 )
 
 func writeTupleType(f *os.File, symbol string, i int) {
@@ -615,10 +616,10 @@ func TupleCommand() *C.Command {
 			flagCount,
 			flagFilename,
 		},
-		Action: func(ctx *C.Context) error {
+		Action: func(ctx context.Context, cmd *C.Command) error {
 			return generateTupleHelpers(
-				ctx.String(keyFilename),
-				ctx.Int(keyCount),
+				cmd.String(keyFilename),
+				cmd.Int(keyCount),
 			)
 		},
 	}

v2/consumer/consumer.go

@@ -19,11 +19,13 @@ package consumer
 // This is the contravariant map operation for Consumers, analogous to reader.Local
 // but operating on the input side rather than the output side.
 //
+// See: https://github.com/fantasyland/fantasy-land?tab=readme-ov-file#profunctor
+//
 // Given a Consumer[R1] that consumes values of type R1, and a function f that
 // converts R2 to R1, Local creates a new Consumer[R2] that:
-//   1. Takes a value of type R2
-//   2. Applies f to convert it to R1
-//   3. Passes the result to the original Consumer[R1]
+//  1. Takes a value of type R2
+//  2. Applies f to convert it to R1
+//  3. Passes the result to the original Consumer[R1]
 //
 // This is particularly useful for adapting consumers to work with different input types,
 // similar to how reader.Local adapts readers to work with different environment types.
@@ -168,10 +170,262 @@ package consumer
 //   - reader.Local transforms the environment before reading
 //   - consumer.Local transforms the input before consuming
 //   - Both are contravariant functors on their input type
-func Local[R2, R1 any](f func(R2) R1) Operator[R1, R2] {
+func Local[R1, R2 any](f func(R2) R1) Operator[R1, R2] {
 	return func(c Consumer[R1]) Consumer[R2] {
 		return func(r2 R2) {
 			c(f(r2))
 		}
 	}
 }
+
+// Compose is an alias for Local that emphasizes the composition aspect of consumer transformation.
+// It composes a preprocessing function with a consumer, creating a new consumer that applies
+// the function before consuming the value.
+//
+// This function is semantically identical to Local but uses terminology that may be more familiar
+// to developers coming from functional programming backgrounds where "compose" is a common operation.
+//
+// See: https://github.com/fantasyland/fantasy-land?tab=readme-ov-file#profunctor
+//
+// The name "Compose" highlights that we're composing two operations:
+//  1. The transformation function f: R2 -> R1
+//  2. The consumer c: R1 -> ()
+//
+// Result: A composed consumer: R2 -> ()
+//
+// Type Parameters:
+//   - R1: The input type of the original Consumer (what it expects)
+//   - R2: The input type of the new Consumer (what you have)
+//
+// Parameters:
+//   - f: A function that converts R2 to R1 (preprocessing function)
+//
+// Returns:
+//   - An Operator that transforms Consumer[R1] into Consumer[R2]
+//
+// Example - Basic composition:
+//
+//	// Consumer that logs integers
+//	logInt := func(x int) {
+//	    fmt.Printf("Value: %d\n", x)
+//	}
+//
+//	// Compose with a string-to-int parser
+//	parseToInt := func(s string) int {
+//	    n, _ := strconv.Atoi(s)
+//	    return n
+//	}
+//
+//	logString := consumer.Compose(parseToInt)(logInt)
+//	logString("42") // Logs: "Value: 42"
+//
+// Example - Composing multiple transformations:
+//
+//	type Data struct {
+//	    Value string
+//	}
+//
+//	type Wrapper struct {
+//	    Data Data
+//	}
+//
+//	// Consumer that logs strings
+//	logString := func(s string) {
+//	    fmt.Println(s)
+//	}
+//
+//	// Compose transformations step by step
+//	extractData := func(w Wrapper) Data { return w.Data }
+//	extractValue := func(d Data) string { return d.Value }
+//
+//	logData := consumer.Compose(extractValue)(logString)
+//	logWrapper := consumer.Compose(extractData)(logData)
+//
+//	logWrapper(Wrapper{Data: Data{Value: "Hello"}}) // Logs: "Hello"
+//
+// Example - Function composition style:
+//
+//	// Compose is particularly useful when thinking in terms of function composition
+//	type Request struct {
+//	    Body []byte
+//	}
+//
+//	// Consumer that processes strings
+//	processString := func(s string) {
+//	    fmt.Printf("Processing: %s\n", s)
+//	}
+//
+//	// Compose byte-to-string conversion with processing
+//	bytesToString := func(b []byte) string {
+//	    return string(b)
+//	}
+//	extractBody := func(r Request) []byte {
+//	    return r.Body
+//	}
+//
+//	// Chain compositions
+//	processBytes := consumer.Compose(bytesToString)(processString)
+//	processRequest := consumer.Compose(extractBody)(processBytes)
+//
+//	processRequest(Request{Body: []byte("test")}) // Logs: "Processing: test"
+//
+// Relationship to Local:
+//   - Compose and Local are identical in implementation
+//   - Compose emphasizes the functional composition aspect
+//   - Local emphasizes the environment/context transformation aspect
+//   - Use Compose when thinking about function composition
+//   - Use Local when thinking about adapting to different contexts
+//
+// Use Cases:
+//   - Building processing pipelines with clear composition semantics
+//   - Adapting consumers in a functional programming style
+//   - Creating reusable consumer transformations
+//   - Chaining multiple preprocessing steps
+func Compose[R1, R2 any](f func(R2) R1) Operator[R1, R2] {
+	return Local(f)
+}
+
+// Contramap is the categorical name for the contravariant functor operation on Consumers.
+// It transforms a Consumer by preprocessing its input, making it the dual of the covariant
+// functor's map operation.
+//
+// See: https://github.com/fantasyland/fantasy-land?tab=readme-ov-file#contravariant
+//
+// In category theory, a contravariant functor reverses the direction of morphisms.
+// While a covariant functor maps f: A -> B to map(f): F[A] -> F[B],
+// a contravariant functor maps f: A -> B to contramap(f): F[B] -> F[A].
+//
+// For Consumers:
+//   - Consumer[A] is contravariant in A
+//   - Given f: R2 -> R1, contramap(f) transforms Consumer[R1] to Consumer[R2]
+//   - The direction is reversed: we go from Consumer[R1] to Consumer[R2]
+//
+// This is semantically identical to Local and Compose, but uses the standard
+// categorical terminology that emphasizes the contravariant nature of the transformation.
+//
+// Type Parameters:
+//   - R1: The input type of the original Consumer (what it expects)
+//   - R2: The input type of the new Consumer (what you have)
+//
+// Parameters:
+//   - f: A function that converts R2 to R1 (preprocessing function)
+//
+// Returns:
+//   - An Operator that transforms Consumer[R1] into Consumer[R2]
+//
+// Example - Basic contravariant mapping:
+//
+//	// Consumer that logs integers
+//	logInt := func(x int) {
+//	    fmt.Printf("Value: %d\n", x)
+//	}
+//
+//	// Contramap with a string-to-int parser
+//	parseToInt := func(s string) int {
+//	    n, _ := strconv.Atoi(s)
+//	    return n
+//	}
+//
+//	logString := consumer.Contramap(parseToInt)(logInt)
+//	logString("42") // Logs: "Value: 42"
+//
+// Example - Demonstrating contravariance:
+//
+//	// In covariant functors (like Option, Array), map goes "forward":
+//	// map: (A -> B) -> F[A] -> F[B]
+//	//
+//	// In contravariant functors (like Consumer), contramap goes "backward":
+//	// contramap: (B -> A) -> F[A] -> F[B]
+//
+//	type Animal struct{ Name string }
+//	type Dog struct{ Animal Animal; Breed string }
+//
+//	// Consumer for animals
+//	consumeAnimal := func(a Animal) {
+//	    fmt.Printf("Animal: %s\n", a.Name)
+//	}
+//
+//	// Function from Dog to Animal (B -> A)
+//	dogToAnimal := func(d Dog) Animal {
+//	    return d.Animal
+//	}
+//
+//	// Contramap creates Consumer[Dog] from Consumer[Animal]
+//	// Direction is reversed: Consumer[Animal] -> Consumer[Dog]
+//	consumeDog := consumer.Contramap(dogToAnimal)(consumeAnimal)
+//
+//	consumeDog(Dog{
+//	    Animal: Animal{Name: "Buddy"},
+//	    Breed:  "Golden Retriever",
+//	}) // Logs: "Animal: Buddy"
+//
+// Example - Contravariant functor laws:
+//
+//	// Law 1: Identity
+//	// contramap(identity) = identity
+//	identity := func(x int) int { return x }
+//	consumer1 := consumer.Contramap(identity)(consumeInt)
+//	// consumer1 behaves identically to consumeInt
+//
+//	// Law 2: Composition
+//	// contramap(f . g) = contramap(g) . contramap(f)
+//	// Note: composition order is reversed compared to covariant map
+//	f := func(s string) int { n, _ := strconv.Atoi(s); return n }
+//	g := func(b bool) string { if b { return "1" } else { return "0" } }
+//
+//	// These two are equivalent:
+//	consumer2 := consumer.Contramap(func(b bool) int { return f(g(b)) })(consumeInt)
+//	consumer3 := consumer.Contramap(g)(consumer.Contramap(f)(consumeInt))
+//
+// Example - Practical use with type hierarchies:
+//
+//	type Logger interface {
+//	    Log(string)
+//	}
+//
+//	type Message struct {
+//	    Text      string
+//	    Timestamp time.Time
+//	}
+//
+//	// Consumer that logs strings
+//	logString := func(s string) {
+//	    fmt.Println(s)
+//	}
+//
+//	// Contramap to handle Message types
+//	extractText := func(m Message) string {
+//	    return fmt.Sprintf("[%s] %s", m.Timestamp.Format(time.RFC3339), m.Text)
+//	}
+//
+//	logMessage := consumer.Contramap(extractText)(logString)
+//	logMessage(Message{
+//	    Text:      "Hello",
+//	    Timestamp: time.Now(),
+//	}) // Logs: "[2024-01-20T10:00:00Z] Hello"
+//
+// Relationship to Local and Compose:
+//   - Contramap, Local, and Compose are identical in implementation
+//   - Contramap emphasizes the categorical/theoretical aspect
+//   - Local emphasizes the context transformation aspect
+//   - Compose emphasizes the function composition aspect
+//   - Use Contramap when working with category theory concepts
+//   - Use Local when adapting to different contexts
+//   - Use Compose when building functional pipelines
+//
+// Category Theory Background:
+//   - Consumer[A] forms a contravariant functor
+//   - The contravariant functor laws must hold:
+//     1. contramap(id) = id
+//     2. contramap(f ∘ g) = contramap(g) ∘ contramap(f)
+//   - This is dual to the covariant functor (map) operation
+//   - Consumers are contravariant because they consume rather than produce values
+//
+// Use Cases:
+//   - Working with contravariant functors in a categorical style
+//   - Adapting consumers to work with more specific types
+//   - Building type-safe consumer transformations
+//   - Implementing profunctor patterns (Consumer is a profunctor)
+func Contramap[R1, R2 any](f func(R2) R1) Operator[R1, R2] {
+	return Local(f)
+}

v2/consumer/consumer_test.go

@@ -381,3 +381,513 @@ func TestLocal(t *testing.T) {
 		assert.Equal(t, 42, captured)
 	})
 }
+
+func TestContramap(t *testing.T) {
+	t.Run("basic contravariant mapping", func(t *testing.T) {
+		var captured int
+		consumeInt := func(x int) {
+			captured = x
+		}
+
+		parseToInt := func(s string) int {
+			n, _ := strconv.Atoi(s)
+			return n
+		}
+
+		consumeString := Contramap(parseToInt)(consumeInt)
+		consumeString("42")
+
+		assert.Equal(t, 42, captured)
+	})
+
+	t.Run("contravariant identity law", func(t *testing.T) {
+		// contramap(identity) = identity
+		var captured int
+		consumeInt := func(x int) {
+			captured = x
+		}
+
+		identity := function.Identity[int]
+		consumeIdentity := Contramap(identity)(consumeInt)
+
+		consumeIdentity(42)
+		assert.Equal(t, 42, captured)
+
+		// Should behave identically to original consumer
+		consumeInt(100)
+		capturedDirect := captured
+		consumeIdentity(100)
+		capturedMapped := captured
+
+		assert.Equal(t, capturedDirect, capturedMapped)
+	})
+
+	t.Run("contravariant composition law", func(t *testing.T) {
+		// contramap(f . g) = contramap(g) . contramap(f)
+		var captured int
+		consumeInt := func(x int) {
+			captured = x
+		}
+
+		f := func(s string) int {
+			n, _ := strconv.Atoi(s)
+			return n
+		}
+
+		g := func(b bool) string {
+			if b {
+				return "1"
+			}
+			return "0"
+		}
+
+		// Compose f and g manually
+		fg := func(b bool) int {
+			return f(g(b))
+		}
+
+		// Method 1: contramap(f . g)
+		consumer1 := Contramap(fg)(consumeInt)
+		consumer1(true)
+		result1 := captured
+
+		// Method 2: contramap(g) . contramap(f)
+		consumer2 := Contramap(g)(Contramap(f)(consumeInt))
+		consumer2(true)
+		result2 := captured
+
+		assert.Equal(t, result1, result2)
+		assert.Equal(t, 1, result1)
+	})
+
+	t.Run("type hierarchy adaptation", func(t *testing.T) {
+		type Animal struct {
+			Name string
+		}
+
+		type Dog struct {
+			Animal Animal
+			Breed  string
+		}
+
+		var capturedName string
+		consumeAnimal := func(a Animal) {
+			capturedName = a.Name
+		}
+
+		dogToAnimal := func(d Dog) Animal {
+			return d.Animal
+		}
+
+		consumeDog := Contramap(dogToAnimal)(consumeAnimal)
+		consumeDog(Dog{
+			Animal: Animal{Name: "Buddy"},
+			Breed:  "Golden Retriever",
+		})
+
+		assert.Equal(t, "Buddy", capturedName)
+	})
+
+	t.Run("field extraction with contramap", func(t *testing.T) {
+		type Message struct {
+			Text      string
+			Timestamp time.Time
+		}
+
+		var capturedText string
+		consumeString := func(s string) {
+			capturedText = s
+		}
+
+		extractText := func(m Message) string {
+			return m.Text
+		}
+
+		consumeMessage := Contramap(extractText)(consumeString)
+		consumeMessage(Message{
+			Text:      "Hello",
+			Timestamp: time.Now(),
+		})
+
+		assert.Equal(t, "Hello", capturedText)
+	})
+
+	t.Run("multiple contramap applications", func(t *testing.T) {
+		type Level3 struct{ Value int }
+		type Level2 struct{ L3 Level3 }
+		type Level1 struct{ L2 Level2 }
+
+		var captured int
+		consumeInt := func(x int) {
+			captured = x
+		}
+
+		extract3 := func(l3 Level3) int { return l3.Value }
+		extract2 := func(l2 Level2) Level3 { return l2.L3 }
+		extract1 := func(l1 Level1) Level2 { return l1.L2 }
+
+		// Chain contramap operations
+		consumeLevel3 := Contramap(extract3)(consumeInt)
+		consumeLevel2 := Contramap(extract2)(consumeLevel3)
+		consumeLevel1 := Contramap(extract1)(consumeLevel2)
+
+		consumeLevel1(Level1{L2: Level2{L3: Level3{Value: 42}}})
+
+		assert.Equal(t, 42, captured)
+	})
+
+	t.Run("contramap with calculation", func(t *testing.T) {
+		type Rectangle struct {
+			Width  int
+			Height int
+		}
+
+		var capturedArea int
+		consumeArea := func(area int) {
+			capturedArea = area
+		}
+
+		calculateArea := func(r Rectangle) int {
+			return r.Width * r.Height
+		}
+
+		consumeRectangle := Contramap(calculateArea)(consumeArea)
+		consumeRectangle(Rectangle{Width: 5, Height: 10})
+
+		assert.Equal(t, 50, capturedArea)
+	})
+
+	t.Run("contramap preserves side effects", func(t *testing.T) {
+		callCount := 0
+		consumer := func(x int) {
+			callCount++
+		}
+
+		transform := func(s string) int {
+			n, _ := strconv.Atoi(s)
+			return n
+		}
+
+		contramappedConsumer := Contramap(transform)(consumer)
+
+		contramappedConsumer("1")
+		contramappedConsumer("2")
+		contramappedConsumer("3")
+
+		assert.Equal(t, 3, callCount)
+	})
+
+	t.Run("contramap with pointer types", func(t *testing.T) {
+		var captured int
+		consumeInt := func(x int) {
+			captured = x
+		}
+
+		dereference := func(p *int) int {
+			if p == nil {
+				return 0
+			}
+			return *p
+		}
+
+		consumePointer := Contramap(dereference)(consumeInt)
+
+		value := 42
+		consumePointer(&value)
+		assert.Equal(t, 42, captured)
+
+		consumePointer(nil)
+		assert.Equal(t, 0, captured)
+	})
+
+	t.Run("contramap equivalence with Local", func(t *testing.T) {
+		var capturedLocal, capturedContramap int
+
+		consumeIntLocal := func(x int) {
+			capturedLocal = x
+		}
+
+		consumeIntContramap := func(x int) {
+			capturedContramap = x
+		}
+
+		transform := func(s string) int {
+			n, _ := strconv.Atoi(s)
+			return n
+		}
+
+		// Both should produce identical results
+		consumerLocal := Local(transform)(consumeIntLocal)
+		consumerContramap := Contramap(transform)(consumeIntContramap)
+
+		consumerLocal("42")
+		consumerContramap("42")
+
+		assert.Equal(t, capturedLocal, capturedContramap)
+		assert.Equal(t, 42, capturedLocal)
+	})
+}
+
+func TestCompose(t *testing.T) {
+	t.Run("basic composition", func(t *testing.T) {
+		var captured int
+		consumeInt := func(x int) {
+			captured = x
+		}
+
+		parseToInt := func(s string) int {
+			n, _ := strconv.Atoi(s)
+			return n
+		}
+
+		consumeString := Compose(parseToInt)(consumeInt)
+		consumeString("42")
+
+		assert.Equal(t, 42, captured)
+	})
+
+	t.Run("composing multiple transformations", func(t *testing.T) {
+		type Data struct {
+			Value string
+		}
+
+		type Wrapper struct {
+			Data Data
+		}
+
+		var captured string
+		consumeString := func(s string) {
+			captured = s
+		}
+
+		extractData := func(w Wrapper) Data { return w.Data }
+		extractValue := func(d Data) string { return d.Value }
+
+		// Compose step by step
+		consumeData := Compose(extractValue)(consumeString)
+		consumeWrapper := Compose(extractData)(consumeData)
+
+		consumeWrapper(Wrapper{Data: Data{Value: "Hello"}})
+
+		assert.Equal(t, "Hello", captured)
+	})
+
+	t.Run("function composition style", func(t *testing.T) {
+		type Request struct {
+			Body []byte
+		}
+
+		var captured string
+		processString := func(s string) {
+			captured = s
+		}
+
+		bytesToString := func(b []byte) string {
+			return string(b)
+		}
+
+		extractBody := func(r Request) []byte {
+			return r.Body
+		}
+
+		// Chain compositions
+		processBytes := Compose(bytesToString)(processString)
+		processRequest := Compose(extractBody)(processBytes)
+
+		processRequest(Request{Body: []byte("test")})
+
+		assert.Equal(t, "test", captured)
+	})
+
+	t.Run("compose with identity", func(t *testing.T) {
+		var captured int
+		consumeInt := func(x int) {
+			captured = x
+		}
+
+		identity := function.Identity[int]
+		composedConsumer := Compose(identity)(consumeInt)
+
+		composedConsumer(42)
+		assert.Equal(t, 42, captured)
+	})
+
+	t.Run("compose with field extraction", func(t *testing.T) {
+		type User struct {
+			Name  string
+			Email string
+			Age   int
+		}
+
+		var capturedName string
+		consumeName := func(name string) {
+			capturedName = name
+		}
+
+		extractName := func(u User) string {
+			return u.Name
+		}
+
+		consumeUser := Compose(extractName)(consumeName)
+		consumeUser(User{Name: "Alice", Email: "alice@example.com", Age: 30})
+
+		assert.Equal(t, "Alice", capturedName)
+	})
+
+	t.Run("compose with calculation", func(t *testing.T) {
+		type Circle struct {
+			Radius float64
+		}
+
+		var capturedArea float64
+		consumeArea := func(area float64) {
+			capturedArea = area
+		}
+
+		calculateArea := func(c Circle) float64 {
+			return 3.14159 * c.Radius * c.Radius
+		}
+
+		consumeCircle := Compose(calculateArea)(consumeArea)
+		consumeCircle(Circle{Radius: 5.0})
+
+		assert.InDelta(t, 78.53975, capturedArea, 0.00001)
+	})
+
+	t.Run("compose with slice operations", func(t *testing.T) {
+		var captured int
+		consumeLength := func(n int) {
+			captured = n
+		}
+
+		getLength := func(s []string) int {
+			return len(s)
+		}
+
+		consumeSlice := Compose(getLength)(consumeLength)
+		consumeSlice([]string{"a", "b", "c", "d"})
+
+		assert.Equal(t, 4, captured)
+	})
+
+	t.Run("compose with map operations", func(t *testing.T) {
+		var captured bool
+		consumeHasKey := func(has bool) {
+			captured = has
+		}
+
+		hasKey := func(m map[string]int) bool {
+			_, exists := m["key"]
+			return exists
+		}
+
+		consumeMap := Compose(hasKey)(consumeHasKey)
+
+		consumeMap(map[string]int{"key": 42})
+		assert.True(t, captured)
+
+		consumeMap(map[string]int{"other": 42})
+		assert.False(t, captured)
+	})
+
+	t.Run("compose preserves consumer behavior", func(t *testing.T) {
+		callCount := 0
+		consumer := func(x int) {
+			callCount++
+		}
+
+		transform := func(s string) int {
+			n, _ := strconv.Atoi(s)
+			return n
+		}
+
+		composedConsumer := Compose(transform)(consumer)
+
+		composedConsumer("1")
+		composedConsumer("2")
+		composedConsumer("3")
+
+		assert.Equal(t, 3, callCount)
+	})
+
+	t.Run("compose with error handling", func(t *testing.T) {
+		type Result struct {
+			Value int
+			Error error
+		}
+
+		var captured int
+		consumeInt := func(x int) {
+			captured = x
+		}
+
+		extractValue := func(r Result) int {
+			if r.Error != nil {
+				return -1
+			}
+			return r.Value
+		}
+
+		consumeResult := Compose(extractValue)(consumeInt)
+
+		consumeResult(Result{Value: 42, Error: nil})
+		assert.Equal(t, 42, captured)
+
+		consumeResult(Result{Value: 100, Error: assert.AnError})
+		assert.Equal(t, -1, captured)
+	})
+
+	t.Run("compose equivalence with Local", func(t *testing.T) {
+		var capturedLocal, capturedCompose int
+
+		consumeIntLocal := func(x int) {
+			capturedLocal = x
+		}
+
+		consumeIntCompose := func(x int) {
+			capturedCompose = x
+		}
+
+		transform := func(s string) int {
+			n, _ := strconv.Atoi(s)
+			return n
+		}
+
+		// Both should produce identical results
+		consumerLocal := Local(transform)(consumeIntLocal)
+		consumerCompose := Compose(transform)(consumeIntCompose)
+
+		consumerLocal("42")
+		consumerCompose("42")
+
+		assert.Equal(t, capturedLocal, capturedCompose)
+		assert.Equal(t, 42, capturedLocal)
+	})
+
+	t.Run("compose equivalence with Contramap", func(t *testing.T) {
+		var capturedCompose, capturedContramap int
+
+		consumeIntCompose := func(x int) {
+			capturedCompose = x
+		}
+
+		consumeIntContramap := func(x int) {
+			capturedContramap = x
+		}
+
+		transform := func(s string) int {
+			n, _ := strconv.Atoi(s)
+			return n
+		}
+
+		// All three should produce identical results
+		consumerCompose := Compose(transform)(consumeIntCompose)
+		consumerContramap := Contramap(transform)(consumeIntContramap)
+
+		consumerCompose("42")
+		consumerContramap("42")
+
+		assert.Equal(t, capturedCompose, capturedContramap)
+		assert.Equal(t, 42, capturedCompose)
+	})
+}

v2/context/ioresult/ioeither.go

@@ -44,7 +44,7 @@ import (
 //	    return result.Of("done")
 //	}
 //
-//	ctx, cancel := context.WithCancel(context.Background())
+//	ctx, cancel := context.WithCancel(t.Context())
 //	cancel() // Cancel immediately
 //
 //	wrapped := WithContext(ctx, computation)

v2/context/readerio/bracket.go

@@ -61,7 +61,7 @@ import (
 //
 //	// Safely read file with automatic cleanup
 //	safeRead := Bracket(acquireFile, readFile, closeFile)
-//	result := safeRead(context.Background())()
+//	result := safeRead(t.Context())()
 //
 //go:inline
 func Bracket[

v2/context/readerio/flip.go

@@ -50,7 +50,7 @@ import (
 //	// Sequence it to apply Config first
 //	sequenced := SequenceReader[Config, int](getMultiplier)
 //	cfg := Config{Timeout: 30}
-//	result := sequenced(cfg)(context.Background())() // Returns 60
+//	result := sequenced(cfg)(t.Context())() // Returns 60
 //
 //go:inline
 func SequenceReader[R, A any](ma ReaderIO[Reader[R, A]]) Reader[R, ReaderIO[A]] {
@@ -107,7 +107,7 @@ func SequenceReader[R, A any](ma ReaderIO[Reader[R, A]]) Reader[R, ReaderIO[A]]
 //
 //	// Provide Config to get final result
 //	cfg := Config{Multiplier: 5}
-//	finalResult := result(cfg)(context.Background())() // Returns 50
+//	finalResult := result(cfg)(t.Context())() // Returns 50
 //
 //go:inline
 func TraverseReader[R, A, B any](

v2/context/readerio/logging.go

@@ -81,7 +81,7 @@ func SLogWithCallback[A any](
 //	    Chain(SLog[string]("Extracted name")),
 //	)
 //
-//	result := pipeline(context.Background())()
+//	result := pipeline(t.Context())()
 //	// Logs: "Fetched user" value={ID:123 Name:"Alice"}
 //	// Logs: "Extracted name" value="Alice"
 //

v2/context/readerio/profunctor.go

@@ -0,0 +1,74 @@
+// Copyright (c) 2025 IBM Corp.
+// All rights reserved.
+//
+// Licensed under the Apache License, Version 2.0 (the "License");
+// you may not use this file except in compliance with the License.
+// You may obtain a copy of the License at
+//
+// http://www.apache.org/licenses/LICENSE-2.0
+//
+// Unless required by applicable law or agreed to in writing, software
+// distributed under the License is distributed on an "AS IS" BASIS,
+// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+// See the License for the specific language governing permissions and
+// limitations under the License.
+
+package readerio
+
+import (
+	"context"
+
+	"github.com/IBM/fp-go/v2/function"
+)
+
+// Promap is the profunctor map operation that transforms both the input and output of a context-based ReaderIO.
+// It applies f to the input context (contravariantly) and g to the output value (covariantly).
+//
+// See: https://github.com/fantasyland/fantasy-land?tab=readme-ov-file#profunctor
+//
+// This operation allows you to:
+//   - Modify the context before passing it to the ReaderIO (via f)
+//   - Transform the result value after the IO effect completes (via g)
+//
+// The function f returns both a new context and a CancelFunc that should be called to release resources.
+//
+// Type Parameters:
+//   - A: The original result type produced by the ReaderIO
+//   - B: The new output result type
+//
+// Parameters:
+//   - f: Function to transform the input context (contravariant)
+//   - g: Function to transform the output value from A to B (covariant)
+//
+// Returns:
+//   - An Operator that takes a ReaderIO[A] and returns a ReaderIO[B]
+//
+//go:inline
+func Promap[A, B any](f func(context.Context) (context.Context, context.CancelFunc), g func(A) B) Operator[A, B] {
+	return function.Flow2(
+		Local[A](f),
+		Map(g),
+	)
+}
+
+// Contramap changes the context during the execution of a ReaderIO.
+// This is the contravariant functor operation that transforms the input context.
+//
+// See: https://github.com/fantasyland/fantasy-land?tab=readme-ov-file#profunctor
+//
+// Contramap is an alias for Local and is useful for adapting a ReaderIO to work with
+// a modified context by providing a function that transforms the context.
+//
+// Type Parameters:
+//   - A: The result type (unchanged)
+//
+// Parameters:
+//   - f: Function to transform the context, returning a new context and CancelFunc
+//
+// Returns:
+//   - An Operator that takes a ReaderIO[A] and returns a ReaderIO[A]
+//
+//go:inline
+func Contramap[A any](f func(context.Context) (context.Context, context.CancelFunc)) Operator[A, A] {
+	return Local[A](f)
+}

v2/context/readerio/profunctor_test.go

@@ -0,0 +1,97 @@
+// Copyright (c) 2025 IBM Corp.
+// All rights reserved.
+//
+// Licensed under the Apache License, Version 2.0 (the "License");
+// you may not use this file except in compliance with the License.
+// You may obtain a copy of the License at
+//
+// http://www.apache.org/licenses/LICENSE-2.0
+//
+// Unless required by applicable law or agreed to in writing, software
+// distributed under the License is distributed on an "AS IS" BASIS,
+// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+// See the License for the specific language governing permissions and
+// limitations under the License.
+
+package readerio
+
+import (
+	"context"
+	"strconv"
+	"testing"
+	"time"
+
+	"github.com/stretchr/testify/assert"
+)
+
+// TestPromapBasic tests basic Promap functionality
+func TestPromapBasic(t *testing.T) {
+	t.Run("transform both context and output", func(t *testing.T) {
+		// ReaderIO that reads a value from context
+		getValue := func(ctx context.Context) IO[int] {
+			return func() int {
+				if v := ctx.Value("key"); v != nil {
+					return v.(int)
+				}
+				return 0
+			}
+		}
+
+		// Transform context and result
+		addKey := func(ctx context.Context) (context.Context, context.CancelFunc) {
+			newCtx := context.WithValue(ctx, "key", 42)
+			return newCtx, func() {}
+		}
+		toString := strconv.Itoa
+
+		adapted := Promap(addKey, toString)(getValue)
+		result := adapted(t.Context())()
+
+		assert.Equal(t, "42", result)
+	})
+}
+
+// TestContramapBasic tests basic Contramap functionality
+func TestContramapBasic(t *testing.T) {
+	t.Run("context transformation", func(t *testing.T) {
+		getValue := func(ctx context.Context) IO[int] {
+			return func() int {
+				if v := ctx.Value("key"); v != nil {
+					return v.(int)
+				}
+				return 0
+			}
+		}
+
+		addKey := func(ctx context.Context) (context.Context, context.CancelFunc) {
+			newCtx := context.WithValue(ctx, "key", 100)
+			return newCtx, func() {}
+		}
+
+		adapted := Contramap[int](addKey)(getValue)
+		result := adapted(t.Context())()
+
+		assert.Equal(t, 100, result)
+	})
+}
+
+// TestLocalBasic tests basic Local functionality
+func TestLocalBasic(t *testing.T) {
+	t.Run("adds timeout to context", func(t *testing.T) {
+		getValue := func(ctx context.Context) IO[bool] {
+			return func() bool {
+				_, hasDeadline := ctx.Deadline()
+				return hasDeadline
+			}
+		}
+
+		addTimeout := func(ctx context.Context) (context.Context, context.CancelFunc) {
+			return context.WithTimeout(ctx, time.Second)
+		}
+
+		adapted := Local[bool](addTimeout)(getValue)
+		result := adapted(t.Context())()
+
+		assert.True(t, result)
+	})
+}

v2/context/readerio/reader.go

@@ -560,6 +560,63 @@ func Read[A any](r context.Context) func(ReaderIO[A]) IO[A] {
 	return RIO.Read[A](r)
 }
 
+// ReadIO executes a ReaderIO computation by providing a context wrapped in an IO effect.
+// This is useful when the context itself needs to be computed or retrieved through side effects.
+//
+// The function takes an IO[context.Context] (an effectful computation that produces a context) and returns
+// a function that can execute a ReaderIO[A] to produce an IO[A].
+//
+// This is particularly useful in scenarios where:
+//   - The context needs to be created with side effects (e.g., loading configuration)
+//   - The context requires initialization or setup
+//   - You want to compose context creation with the computation that uses it
+//
+// The execution flow is:
+//  1. Execute the IO[context.Context] to get the context
+//  2. Pass the context to the ReaderIO[A] to get an IO[A]
+//  3. Execute the resulting IO[A] to get the final result A
+//
+// Type Parameters:
+//   - A: The result type of the ReaderIO computation
+//
+// Parameters:
+//   - r: An IO effect that produces a context.Context
+//
+// Returns:
+//   - A function that takes a ReaderIO[A] and returns an IO[A]
+//
+// Example:
+//
+//	import (
+//	    "context"
+//	    G "github.com/IBM/fp-go/v2/io"
+//	    F "github.com/IBM/fp-go/v2/function"
+//	)
+//
+//	// Create context with side effects (e.g., loading config)
+//	createContext := G.Of(context.WithValue(t.Context(), "key", "value"))
+//
+//	// A computation that uses the context
+//	getValue := readerio.FromReader(func(ctx context.Context) string {
+//	    if val := ctx.Value("key"); val != nil {
+//	        return val.(string)
+//	    }
+//	    return "default"
+//	})
+//
+//	// Compose them together
+//	result := readerio.ReadIO[string](createContext)(getValue)
+//	value := result() // Executes both effects and returns "value"
+//
+// Comparison with Read:
+//   - [Read]: Takes a pure context.Context value and executes the ReaderIO immediately
+//   - [ReadIO]: Takes an IO[context.Context] and chains the effects together
+//
+//go:inline
+func ReadIO[A any](r IO[context.Context]) func(ReaderIO[A]) IO[A] {
+	return RIO.ReadIO[A](r)
+}
+
 // Local transforms the context.Context environment before passing it to a ReaderIO computation.
 //
 // This is the Reader's local operation, which allows you to modify the environment
@@ -607,7 +664,7 @@ func Read[A any](r context.Context) func(ReaderIO[A]) IO[A] {
 //	    getUser,
 //	    addUser,
 //	)
-//	user := result(context.Background())()  // Returns "Alice"
+//	user := result(t.Context())()  // Returns "Alice"
 //
 // Timeout Example:
 //
@@ -674,7 +731,7 @@ func Local[A any](f func(context.Context) (context.Context, context.CancelFunc))
 //	    fetchData,
 //	    readerio.WithTimeout[Data](5*time.Second),
 //	)
-//	data := result(context.Background())()  // Returns Data{} after 5s timeout
+//	data := result(t.Context())()  // Returns Data{} after 5s timeout
 //
 // Successful Example:
 //
@@ -683,7 +740,7 @@ func Local[A any](f func(context.Context) (context.Context, context.CancelFunc))
 //	    quickFetch,
 //	    readerio.WithTimeout[Data](5*time.Second),
 //	)
-//	data := result(context.Background())()  // Returns Data{Value: "quick"}
+//	data := result(t.Context())()  // Returns Data{Value: "quick"}
 func WithTimeout[A any](timeout time.Duration) Operator[A, A] {
 	return Local[A](func(ctx context.Context) (context.Context, context.CancelFunc) {
 		return context.WithTimeout(ctx, timeout)
@@ -734,12 +791,12 @@ func WithTimeout[A any](timeout time.Duration) Operator[A, A] {
 //	    fetchData,
 //	    readerio.WithDeadline[Data](deadline),
 //	)
-//	data := result(context.Background())()  // Returns Data{} if past deadline
+//	data := result(t.Context())()  // Returns Data{} if past deadline
 //
 // Combining with Parent Context:
 //
 //	// If parent context already has a deadline, the earlier one takes precedence
-//	parentCtx, cancel := context.WithDeadline(context.Background(), time.Now().Add(1*time.Hour))
+//	parentCtx, cancel := context.WithDeadline(t.Context(), time.Now().Add(1*time.Hour))
 //	defer cancel()
 //
 //	laterDeadline := time.Now().Add(2 * time.Hour)

v2/context/readerio/reader_test.go

@@ -31,7 +31,7 @@ func TestMonadMap(t *testing.T) {
 	rio := Of(5)
 	doubled := MonadMap(rio, N.Mul(2))
 
-	result := doubled(context.Background())()
+	result := doubled(t.Context())()
 	assert.Equal(t, 10, result)
 }
 
@@ -41,14 +41,14 @@ func TestMap(t *testing.T) {
 		Map(utils.Double),
 	)
 
-	assert.Equal(t, 2, g(context.Background())())
+	assert.Equal(t, 2, g(t.Context())())
 }
 
 func TestMonadMapTo(t *testing.T) {
 	rio := Of(42)
 	replaced := MonadMapTo(rio, "constant")
 
-	result := replaced(context.Background())()
+	result := replaced(t.Context())()
 	assert.Equal(t, "constant", result)
 }
 
@@ -58,7 +58,7 @@ func TestMapTo(t *testing.T) {
 		MapTo[int]("constant"),
 	)
 
-	assert.Equal(t, "constant", result(context.Background())())
+	assert.Equal(t, "constant", result(t.Context())())
 }
 
 func TestMonadChain(t *testing.T) {
@@ -67,7 +67,7 @@ func TestMonadChain(t *testing.T) {
 		return Of(n * 3)
 	})
 
-	assert.Equal(t, 15, result(context.Background())())
+	assert.Equal(t, 15, result(t.Context())())
 }
 
 func TestChain(t *testing.T) {
@@ -78,7 +78,7 @@ func TestChain(t *testing.T) {
 		}),
 	)
 
-	assert.Equal(t, 15, result(context.Background())())
+	assert.Equal(t, 15, result(t.Context())())
 }
 
 func TestMonadChainFirst(t *testing.T) {
@@ -89,7 +89,7 @@ func TestMonadChainFirst(t *testing.T) {
 		return Of("side effect")
 	})
 
-	value := result(context.Background())()
+	value := result(t.Context())()
 	assert.Equal(t, 42, value)
 	assert.Equal(t, 42, sideEffect)
 }
@@ -104,7 +104,7 @@ func TestChainFirst(t *testing.T) {
 		}),
 	)
 
-	value := result(context.Background())()
+	value := result(t.Context())()
 	assert.Equal(t, 42, value)
 	assert.Equal(t, 42, sideEffect)
 }
@@ -117,7 +117,7 @@ func TestMonadTap(t *testing.T) {
 		return Of(func() {})
 	})
 
-	value := result(context.Background())()
+	value := result(t.Context())()
 	assert.Equal(t, 42, value)
 	assert.Equal(t, 42, sideEffect)
 }
@@ -132,14 +132,14 @@ func TestTap(t *testing.T) {
 		}),
 	)
 
-	value := result(context.Background())()
+	value := result(t.Context())()
 	assert.Equal(t, 42, value)
 	assert.Equal(t, 42, sideEffect)
 }
 
 func TestOf(t *testing.T) {
 	rio := Of(100)
-	result := rio(context.Background())()
+	result := rio(t.Context())()
 
 	assert.Equal(t, 100, result)
 }
@@ -149,7 +149,7 @@ func TestMonadAp(t *testing.T) {
 	faIO := Of(5)
 	result := MonadAp(fabIO, faIO)
 
-	assert.Equal(t, 10, result(context.Background())())
+	assert.Equal(t, 10, result(t.Context())())
 }
 
 func TestAp(t *testing.T) {
@@ -158,7 +158,7 @@ func TestAp(t *testing.T) {
 		Ap[int](Of(1)),
 	)
 
-	assert.Equal(t, 2, g(context.Background())())
+	assert.Equal(t, 2, g(t.Context())())
 }
 
 func TestMonadApSeq(t *testing.T) {
@@ -166,7 +166,7 @@ func TestMonadApSeq(t *testing.T) {
 	faIO := Of(5)
 	result := MonadApSeq(fabIO, faIO)
 
-	assert.Equal(t, 15, result(context.Background())())
+	assert.Equal(t, 15, result(t.Context())())
 }
 
 func TestApSeq(t *testing.T) {
@@ -175,7 +175,7 @@ func TestApSeq(t *testing.T) {
 		ApSeq[int](Of(5)),
 	)
 
-	assert.Equal(t, 15, g(context.Background())())
+	assert.Equal(t, 15, g(t.Context())())
 }
 
 func TestMonadApPar(t *testing.T) {
@@ -183,7 +183,7 @@ func TestMonadApPar(t *testing.T) {
 	faIO := Of(5)
 	result := MonadApPar(fabIO, faIO)
 
-	assert.Equal(t, 15, result(context.Background())())
+	assert.Equal(t, 15, result(t.Context())())
 }
 
 func TestApPar(t *testing.T) {
@@ -192,12 +192,12 @@ func TestApPar(t *testing.T) {
 		ApPar[int](Of(5)),
 	)
 
-	assert.Equal(t, 15, g(context.Background())())
+	assert.Equal(t, 15, g(t.Context())())
 }
 
 func TestAsk(t *testing.T) {
 	rio := Ask()
-	ctx := context.WithValue(context.Background(), "key", "value")
+	ctx := context.WithValue(t.Context(), "key", "value")
 	result := rio(ctx)()
 
 	assert.Equal(t, ctx, result)
@@ -207,7 +207,7 @@ func TestFromIO(t *testing.T) {
 	ioAction := G.Of(42)
 	rio := FromIO(ioAction)
 
-	result := rio(context.Background())()
+	result := rio(t.Context())()
 	assert.Equal(t, 42, result)
 }
 
@@ -217,7 +217,7 @@ func TestFromReader(t *testing.T) {
 	}
 
 	rio := FromReader(rdr)
-	result := rio(context.Background())()
+	result := rio(t.Context())()
 
 	assert.Equal(t, 42, result)
 }
@@ -226,7 +226,7 @@ func TestFromLazy(t *testing.T) {
 	lazy := func() int { return 42 }
 	rio := FromLazy(lazy)
 
-	result := rio(context.Background())()
+	result := rio(t.Context())()
 	assert.Equal(t, 42, result)
 }
 
@@ -236,7 +236,7 @@ func TestMonadChainIOK(t *testing.T) {
 		return G.Of(n * 4)
 	})
 
-	assert.Equal(t, 20, result(context.Background())())
+	assert.Equal(t, 20, result(t.Context())())
 }
 
 func TestChainIOK(t *testing.T) {
@@ -247,7 +247,7 @@ func TestChainIOK(t *testing.T) {
 		}),
 	)
 
-	assert.Equal(t, 20, result(context.Background())())
+	assert.Equal(t, 20, result(t.Context())())
 }
 
 func TestMonadChainFirstIOK(t *testing.T) {
@@ -258,7 +258,7 @@ func TestMonadChainFirstIOK(t *testing.T) {
 		return G.Of("side effect")
 	})
 
-	value := result(context.Background())()
+	value := result(t.Context())()
 	assert.Equal(t, 42, value)
 	assert.Equal(t, 42, sideEffect)
 }
@@ -273,7 +273,7 @@ func TestChainFirstIOK(t *testing.T) {
 		}),
 	)
 
-	value := result(context.Background())()
+	value := result(t.Context())()
 	assert.Equal(t, 42, value)
 	assert.Equal(t, 42, sideEffect)
 }
@@ -286,7 +286,7 @@ func TestMonadTapIOK(t *testing.T) {
 		return G.Of(func() {})
 	})
 
-	value := result(context.Background())()
+	value := result(t.Context())()
 	assert.Equal(t, 42, value)
 	assert.Equal(t, 42, sideEffect)
 }
@@ -301,7 +301,7 @@ func TestTapIOK(t *testing.T) {
 		}),
 	)
 
-	value := result(context.Background())()
+	value := result(t.Context())()
 	assert.Equal(t, 42, value)
 	assert.Equal(t, 42, sideEffect)
 }
@@ -313,8 +313,8 @@ func TestDefer(t *testing.T) {
 		return Of(counter)
 	})
 
-	result1 := rio(context.Background())()
-	result2 := rio(context.Background())()
+	result1 := rio(t.Context())()
+	result2 := rio(t.Context())()
 
 	assert.Equal(t, 1, result1)
 	assert.Equal(t, 2, result2)
@@ -328,8 +328,8 @@ func TestMemoize(t *testing.T) {
 		return counter
 	}))
 
-	result1 := memoized(context.Background())()
-	result2 := memoized(context.Background())()
+	result1 := memoized(t.Context())()
+	result2 := memoized(t.Context())()
 
 	assert.Equal(t, 1, result1)
 	assert.Equal(t, 1, result2) // Same value, memoized
@@ -339,7 +339,7 @@ func TestFlatten(t *testing.T) {
 	nested := Of(Of(42))
 	flattened := Flatten(nested)
 
-	result := flattened(context.Background())()
+	result := flattened(t.Context())()
 	assert.Equal(t, 42, result)
 }
 
@@ -347,7 +347,7 @@ func TestMonadFlap(t *testing.T) {
 	fabIO := Of(N.Mul(3))
 	result := MonadFlap(fabIO, 7)
 
-	assert.Equal(t, 21, result(context.Background())())
+	assert.Equal(t, 21, result(t.Context())())
 }
 
 func TestFlap(t *testing.T) {
@@ -356,7 +356,7 @@ func TestFlap(t *testing.T) {
 		Flap[int](7),
 	)
 
-	assert.Equal(t, 21, result(context.Background())())
+	assert.Equal(t, 21, result(t.Context())())
 }
 
 func TestMonadChainReaderK(t *testing.T) {
@@ -365,7 +365,7 @@ func TestMonadChainReaderK(t *testing.T) {
 		return func(ctx context.Context) int { return n * 2 }
 	})
 
-	assert.Equal(t, 10, result(context.Background())())
+	assert.Equal(t, 10, result(t.Context())())
 }
 
 func TestChainReaderK(t *testing.T) {
@@ -376,7 +376,7 @@ func TestChainReaderK(t *testing.T) {
 		}),
 	)
 
-	assert.Equal(t, 10, result(context.Background())())
+	assert.Equal(t, 10, result(t.Context())())
 }
 
 func TestMonadChainFirstReaderK(t *testing.T) {
@@ -389,7 +389,7 @@ func TestMonadChainFirstReaderK(t *testing.T) {
 		}
 	})
 
-	value := result(context.Background())()
+	value := result(t.Context())()
 	assert.Equal(t, 42, value)
 	assert.Equal(t, 42, sideEffect)
 }
@@ -406,7 +406,7 @@ func TestChainFirstReaderK(t *testing.T) {
 		}),
 	)
 
-	value := result(context.Background())()
+	value := result(t.Context())()
 	assert.Equal(t, 42, value)
 	assert.Equal(t, 42, sideEffect)
 }
@@ -421,7 +421,7 @@ func TestMonadTapReaderK(t *testing.T) {
 		}
 	})
 
-	value := result(context.Background())()
+	value := result(t.Context())()
 	assert.Equal(t, 42, value)
 	assert.Equal(t, 42, sideEffect)
 }
@@ -438,14 +438,14 @@ func TestTapReaderK(t *testing.T) {
 		}),
 	)
 
-	value := result(context.Background())()
+	value := result(t.Context())()
 	assert.Equal(t, 42, value)
 	assert.Equal(t, 42, sideEffect)
 }
 
 func TestRead(t *testing.T) {
 	rio := Of(42)
-	ctx := context.Background()
+	ctx := t.Context()
 	ioAction := Read[int](ctx)(rio)
 	result := ioAction()
 
@@ -463,7 +463,7 @@ func TestComplexPipeline(t *testing.T) {
 		Map(N.Add(10)),
 	)
 
-	assert.Equal(t, 20, result(context.Background())()) // (5 * 2) + 10 = 20
+	assert.Equal(t, 20, result(t.Context())()) // (5 * 2) + 10 = 20
 }
 
 func TestFromIOWithChain(t *testing.T) {
@@ -476,7 +476,7 @@ func TestFromIOWithChain(t *testing.T) {
 		}),
 	)
 
-	assert.Equal(t, 15, result(context.Background())())
+	assert.Equal(t, 15, result(t.Context())())
 }
 
 func TestTapWithLogging(t *testing.T) {
@@ -496,7 +496,192 @@ func TestTapWithLogging(t *testing.T) {
 		}),
 	)
 
-	value := result(context.Background())()
+	value := result(t.Context())()
 	assert.Equal(t, 84, value)
 	assert.Equal(t, []int{42, 84}, logged)
 }
+
+func TestReadIO(t *testing.T) {
+	// Test basic ReadIO functionality
+	contextIO := G.Of(context.WithValue(t.Context(), "testKey", "testValue"))
+	rio := FromReader(func(ctx context.Context) string {
+		if val := ctx.Value("testKey"); val != nil {
+			return val.(string)
+		}
+		return "default"
+	})
+
+	ioAction := ReadIO[string](contextIO)(rio)
+	result := ioAction()
+
+	assert.Equal(t, "testValue", result)
+}
+
+func TestReadIOWithBackground(t *testing.T) {
+	// Test ReadIO with plain background context
+	contextIO := G.Of(t.Context())
+	rio := Of(42)
+
+	ioAction := ReadIO[int](contextIO)(rio)
+	result := ioAction()
+
+	assert.Equal(t, 42, result)
+}
+
+func TestReadIOWithChain(t *testing.T) {
+	// Test ReadIO with chained operations
+	contextIO := G.Of(context.WithValue(t.Context(), "multiplier", 3))
+
+	result := F.Pipe1(
+		FromReader(func(ctx context.Context) int {
+			if val := ctx.Value("multiplier"); val != nil {
+				return val.(int)
+			}
+			return 1
+		}),
+		Chain(func(n int) ReaderIO[int] {
+			return Of(n * 10)
+		}),
+	)
+
+	ioAction := ReadIO[int](contextIO)(result)
+	value := ioAction()
+
+	assert.Equal(t, 30, value) // 3 * 10
+}
+
+func TestReadIOWithMap(t *testing.T) {
+	// Test ReadIO with Map operations
+	contextIO := G.Of(t.Context())
+
+	result := F.Pipe2(
+		Of(5),
+		Map(N.Mul(2)),
+		Map(N.Add(10)),
+	)
+
+	ioAction := ReadIO[int](contextIO)(result)
+	value := ioAction()
+
+	assert.Equal(t, 20, value) // (5 * 2) + 10
+}
+
+func TestReadIOWithSideEffects(t *testing.T) {
+	// Test ReadIO with side effects in context creation
+	counter := 0
+	contextIO := func() context.Context {
+		counter++
+		return context.WithValue(t.Context(), "counter", counter)
+	}
+
+	rio := FromReader(func(ctx context.Context) int {
+		if val := ctx.Value("counter"); val != nil {
+			return val.(int)
+		}
+		return 0
+	})
+
+	ioAction := ReadIO[int](contextIO)(rio)
+	result := ioAction()
+
+	assert.Equal(t, 1, result)
+	assert.Equal(t, 1, counter)
+}
+
+func TestReadIOMultipleExecutions(t *testing.T) {
+	// Test that ReadIO creates fresh effects on each execution
+	counter := 0
+	contextIO := func() context.Context {
+		counter++
+		return t.Context()
+	}
+
+	rio := Of(42)
+	ioAction := ReadIO[int](contextIO)(rio)
+
+	result1 := ioAction()
+	result2 := ioAction()
+
+	assert.Equal(t, 42, result1)
+	assert.Equal(t, 42, result2)
+	assert.Equal(t, 2, counter) // Context IO executed twice
+}
+
+func TestReadIOComparisonWithRead(t *testing.T) {
+	// Compare ReadIO with Read to show the difference
+	ctx := context.WithValue(t.Context(), "key", "value")
+
+	rio := FromReader(func(ctx context.Context) string {
+		if val := ctx.Value("key"); val != nil {
+			return val.(string)
+		}
+		return "default"
+	})
+
+	// Using Read (direct context)
+	ioAction1 := Read[string](ctx)(rio)
+	result1 := ioAction1()
+
+	// Using ReadIO (context wrapped in IO)
+	contextIO := G.Of(ctx)
+	ioAction2 := ReadIO[string](contextIO)(rio)
+	result2 := ioAction2()
+
+	assert.Equal(t, result1, result2)
+	assert.Equal(t, "value", result1)
+	assert.Equal(t, "value", result2)
+}
+
+func TestReadIOWithComplexContext(t *testing.T) {
+	// Test ReadIO with complex context manipulation
+	type contextKey string
+	const (
+		userKey  contextKey = "user"
+		tokenKey contextKey = "token"
+	)
+
+	contextIO := G.Of(
+		context.WithValue(
+			context.WithValue(t.Context(), userKey, "Alice"),
+			tokenKey,
+			"secret123",
+		),
+	)
+
+	rio := FromReader(func(ctx context.Context) map[string]string {
+		result := make(map[string]string)
+		if user := ctx.Value(userKey); user != nil {
+			result["user"] = user.(string)
+		}
+		if token := ctx.Value(tokenKey); token != nil {
+			result["token"] = token.(string)
+		}
+		return result
+	})
+
+	ioAction := ReadIO[map[string]string](contextIO)(rio)
+	result := ioAction()
+
+	assert.Equal(t, "Alice", result["user"])
+	assert.Equal(t, "secret123", result["token"])
+}
+
+func TestReadIOWithAsk(t *testing.T) {
+	// Test ReadIO combined with Ask
+	contextIO := G.Of(context.WithValue(t.Context(), "data", 100))
+
+	result := F.Pipe1(
+		Ask(),
+		Map(func(ctx context.Context) int {
+			if val := ctx.Value("data"); val != nil {
+				return val.(int)
+			}
+			return 0
+		}),
+	)
+
+	ioAction := ReadIO[int](contextIO)(result)
+	value := ioAction()
+
+	assert.Equal(t, 100, value)
+}

v2/context/readerio/rec.go

@@ -53,7 +53,7 @@ import (
 //	}
 //
 //	countdown := TailRec(countdownStep)
-//	result := countdown(10)(context.Background())() // Returns "Done!"
+//	result := countdown(10)(t.Context())() // Returns "Done!"
 //
 // Example - Sum with context:
 //
@@ -77,7 +77,7 @@ import (
 //	}
 //
 //	sum := TailRec(sumStep)
-//	result := sum(SumState{numbers: []int{1, 2, 3, 4, 5}})(context.Background())()
+//	result := sum(SumState{numbers: []int{1, 2, 3, 4, 5}})(t.Context())()
 //	// Returns 15, safe even for very large slices
 //
 //go:inline

v2/context/readerio/retry.go

@@ -80,7 +80,7 @@ import (
 //	retryingFetch := Retrying(policy, fetchData, shouldRetry)
 //
 //	// Execute
-//	ctx := context.Background()
+//	ctx := t.Context()
 //	result := retryingFetch(ctx)() // Returns "success" after 3 attempts
 //
 //go:inline

v2/context/readerioresult/FLIP_POINTFREE.md

@@ -56,7 +56,7 @@ This creates several problems:
 
 ```go
 computation := getComputation()
-ctx := context.Background()
+ctx := t.Context()
 cfg := Config{Value: 42}
 
 // Must apply in this specific order
@@ -176,7 +176,7 @@ db := Database{ConnectionString: "localhost:5432"}
 query := queryWithDB(db)  // ✅ Database injected
 
 // Use query with any context
-result := query(context.Background())()
+result := query(t.Context())()
 ```
 
 ### 3. Point-Free Composition
@@ -289,7 +289,7 @@ withConfig := traversed(getValue)
 
 // Now we can provide Config to get the final result
 cfg := Config{Multiplier: 5, Prefix: "Result"}
-ctx := context.Background()
+ctx := t.Context()
 result := withConfig(cfg)(ctx)() // Returns Right("Result: 50")
 ```
 

v2/context/readerioresult/cancel.go

@@ -74,7 +74,7 @@ func WithContext[A any](ma ReaderIOResult[A]) ReaderIOResult[A] {
 //	safeFetch := WithContextK(fetchUser)
 //
 //	// If context is cancelled, returns immediately without executing fetchUser
-//	ctx, cancel := context.WithCancel(context.Background())
+//	ctx, cancel := context.WithCancel(t.Context())
 //	cancel() // Cancel immediately
 //	result := safeFetch(123)(ctx)() // Returns context.Canceled error
 //

v2/context/readerioresult/circuitbreaker.go

@@ -4,6 +4,7 @@ import (
 	"time"
 
 	"github.com/IBM/fp-go/v2/circuitbreaker"
+	"github.com/IBM/fp-go/v2/context/readerio"
 	"github.com/IBM/fp-go/v2/option"
 	"github.com/IBM/fp-go/v2/retry"
 )
@@ -27,6 +28,9 @@ func MakeCircuitBreaker[T any](
 		Left,
 		ChainFirstIOK,
 		ChainFirstLeftIOK,
+
+		readerio.ChainFirstIOK,
+
 		FromIO,
 		Flap,
 		Flatten,

v2/context/readerioresult/circuitbreaker_doc.md

@@ -187,7 +187,7 @@ func main() {
     result := cb(env)
     
     // Execute the protected operation
-    ctx := context.Background()
+    ctx := t.Context()
     protectedOp := pair.Tail(result)
     outcome := protectedOp(ctx)()
 }

v2/context/readerioresult/circuitbreaker_test.go

@@ -608,7 +608,7 @@ func TestCircuitBreaker_ErrorMessageFormat(t *testing.T) {
 	protectedOp := pair.Tail(resultEnv)
 	outcome := protectedOp(ctx)()
 
-	assert.True(t, result.IsLeft[string](outcome))
+	assert.True(t, result.IsLeft(outcome))
 
 	// Error message should indicate circuit breaker is open
 	_, err := result.Unwrap(outcome)

v2/context/readerioresult/doc.go

@@ -113,7 +113,7 @@
 //	}
 //
 //	// Execute the computation
-//	ctx := context.Background()
+//	ctx := t.Context()
 //	result := fetchUser("123")(ctx)()
 //	// result is Either[error, User]
 //
@@ -161,7 +161,7 @@
 // All operations respect context cancellation. When a context is cancelled, operations
 // will return an error containing the cancellation cause:
 //
-//	ctx, cancel := context.WithCancelCause(context.Background())
+//	ctx, cancel := context.WithCancelCause(t.Context())
 //	cancel(errors.New("operation cancelled"))
 //	result := computation(ctx)() // Returns Left with cancellation error
 //

v2/context/readerioresult/eq.go

@@ -37,7 +37,7 @@ import (
 //	    return either.Eq(eq.FromEquals(func(x, y int) bool { return x == y }))(a, b)
 //	})
 //	eqRIE := Eq(eqInt)
-//	ctx := context.Background()
+//	ctx := t.Context()
 //	equal := eqRIE(ctx).Equals(Right[int](42), Right[int](42)) // true
 //
 //go:inline

v2/context/readerioresult/file/tempfile_test.go

@@ -16,7 +16,6 @@
 package file
 
 import (
-	"context"
 	"os"
 	"testing"
 
@@ -30,7 +29,7 @@ func TestWithTempFile(t *testing.T) {
 
 	res := WithTempFile(onWriteAll[*os.File]([]byte("Carsten")))
 
-	assert.Equal(t, E.Of[error]([]byte("Carsten")), res(context.Background())())
+	assert.Equal(t, E.Of[error]([]byte("Carsten")), res(t.Context())())
 }
 
 func TestWithTempFileOnClosedFile(t *testing.T) {
@@ -43,5 +42,5 @@ func TestWithTempFileOnClosedFile(t *testing.T) {
 		)
 	})
 
-	assert.Equal(t, E.Of[error]([]byte("Carsten")), res(context.Background())())
+	assert.Equal(t, E.Of[error]([]byte("Carsten")), res(t.Context())())
 }

v2/context/readerioresult/filter.go

@@ -43,7 +43,7 @@ import (
 //	onNegative := func(n int) error { return fmt.Errorf("%d is not positive", n) }
 //
 //	filter := readerioresult.FilterOrElse(isPositive, onNegative)
-//	result := filter(readerioresult.Right(42))(context.Background())()
+//	result := filter(readerioresult.Right(42))(t.Context())()
 //
 //go:inline
 func FilterOrElse[A any](pred Predicate[A], onFalse func(A) error) Operator[A, A] {

v2/context/readerioresult/flip.go

@@ -71,7 +71,7 @@ import (
 //
 //	// Now we can partially apply the Config
 //	cfg := Config{Timeout: 30}
-//	ctx := context.Background()
+//	ctx := t.Context()
 //	result := sequenced(ctx)(cfg)() // Returns Right(60)
 //
 // This is especially useful in point-free style when building computation pipelines:
@@ -133,7 +133,7 @@ func SequenceReader[R, A any](ma ReaderIOResult[Reader[R, A]]) Kleisli[R, A] {
 //
 //	// Partially apply the Database
 //	db := Database{ConnectionString: "localhost:5432"}
-//	ctx := context.Background()
+//	ctx := t.Context()
 //	result := sequenced(ctx)(db)() // Executes IO and returns Right("Query result...")
 //
 // In point-free style, this enables clean composition:
@@ -195,7 +195,7 @@ func SequenceReaderIO[R, A any](ma ReaderIOResult[RIO.ReaderIO[R, A]]) Kleisli[R
 //
 //	// Partially apply the Config
 //	cfg := Config{MaxRetries: 3}
-//	ctx := context.Background()
+//	ctx := t.Context()
 //	result := sequenced(ctx)(cfg)() // Returns Right(3)
 //
 //	// With invalid config
@@ -276,7 +276,7 @@ func SequenceReaderResult[R, A any](ma ReaderIOResult[RR.ReaderResult[R, A]]) Kl
 //
 //	// Now we can provide the Config to get the final result
 //	cfg := Config{Multiplier: 5}
-//	ctx := context.Background()
+//	ctx := t.Context()
 //	finalResult := result(cfg)(ctx)() // Returns Right(50)
 //
 // In point-free style, this enables clean composition:

v2/context/readerioresult/flip_example_test.go

@@ -22,6 +22,7 @@ import (
 	RIOE "github.com/IBM/fp-go/v2/context/readerioresult"
 	"github.com/IBM/fp-go/v2/either"
 	F "github.com/IBM/fp-go/v2/function"
+	N "github.com/IBM/fp-go/v2/number"
 )
 
 // Example_sequenceReader_basicUsage demonstrates the basic usage of SequenceReader
@@ -233,7 +234,7 @@ func Example_sequenceReaderResult_errorHandling() {
 	ctx := context.Background()
 	pipeline := F.Pipe2(
 		sequenced(ctx),
-		RIOE.Map(func(x int) int { return x * 2 }),
+		RIOE.Map(N.Mul(2)),
 		RIOE.Chain(func(x int) RIOE.ReaderIOResult[string] {
 			return RIOE.Of(fmt.Sprintf("Result: %d", x))
 		}),

v2/context/readerioresult/flip_test.go

@@ -41,7 +41,7 @@ func TestSequenceReader(t *testing.T) {
 		// The Reader environment (string) is now the first parameter
 		sequenced := SequenceReader(original)
 
-		ctx := context.Background()
+		ctx := t.Context()
 
 		// Test original
 		result1 := original(ctx)()
@@ -75,7 +75,7 @@ func TestSequenceReader(t *testing.T) {
 		}
 
 		db := Database{ConnectionString: "localhost:5432"}
-		ctx := context.Background()
+		ctx := t.Context()
 
 		expected := "Query on localhost:5432"
 
@@ -106,7 +106,7 @@ func TestSequenceReader(t *testing.T) {
 			}
 		}
 
-		ctx := context.Background()
+		ctx := t.Context()
 
 		// Test original with error
 		result1 := original(ctx)()
@@ -132,7 +132,7 @@ func TestSequenceReader(t *testing.T) {
 			}
 		}
 
-		ctx := context.Background()
+		ctx := t.Context()
 
 		// Sequence
 		sequenced := SequenceReader(original)
@@ -158,7 +158,7 @@ func TestSequenceReader(t *testing.T) {
 			}
 		}
 
-		ctx := context.Background()
+		ctx := t.Context()
 		sequenced := SequenceReader(original)
 
 		// Test with zero values
@@ -184,7 +184,7 @@ func TestSequenceReader(t *testing.T) {
 			}
 		}
 
-		ctx, cancel := context.WithCancel(context.Background())
+		ctx, cancel := context.WithCancel(t.Context())
 		cancel()
 
 		sequenced := SequenceReader(original)
@@ -217,14 +217,14 @@ func TestSequenceReader(t *testing.T) {
 		withConfig := sequenced(cfg)
 
 		// Now we have a ReaderIOResult[int] that can be used in different contexts
-		ctx1 := context.Background()
+		ctx1 := t.Context()
 		result1 := withConfig(ctx1)()
 		assert.True(t, either.IsRight(result1))
 		value1, _ := either.Unwrap(result1)
 		assert.Equal(t, 50, value1)
 
 		// Can reuse with different context
-		ctx2 := context.Background()
+		ctx2 := t.Context()
 		result2 := withConfig(ctx2)()
 		assert.True(t, either.IsRight(result2))
 		value2, _ := either.Unwrap(result2)
@@ -246,7 +246,7 @@ func TestSequenceReaderIO(t *testing.T) {
 			}
 		}
 
-		ctx := context.Background()
+		ctx := t.Context()
 		sequenced := SequenceReaderIO(original)
 
 		// Test original
@@ -273,7 +273,7 @@ func TestSequenceReaderIO(t *testing.T) {
 			}
 		}
 
-		ctx := context.Background()
+		ctx := t.Context()
 
 		// Test original with error
 		result1 := original(ctx)()
@@ -303,7 +303,7 @@ func TestSequenceReaderIO(t *testing.T) {
 			}
 		}
 
-		ctx, cancel := context.WithCancel(context.Background())
+		ctx, cancel := context.WithCancel(t.Context())
 		cancel()
 
 		sequenced := SequenceReaderIO(original)
@@ -327,7 +327,7 @@ func TestSequenceReaderResult(t *testing.T) {
 			}
 		}
 
-		ctx := context.Background()
+		ctx := t.Context()
 		sequenced := SequenceReaderResult(original)
 
 		// Test original
@@ -356,7 +356,7 @@ func TestSequenceReaderResult(t *testing.T) {
 			}
 		}
 
-		ctx := context.Background()
+		ctx := t.Context()
 
 		// Test original with error
 		result1 := original(ctx)()
@@ -384,7 +384,7 @@ func TestSequenceReaderResult(t *testing.T) {
 			}
 		}
 
-		ctx := context.Background()
+		ctx := t.Context()
 
 		// Test original with inner error
 		result1 := original(ctx)()
@@ -421,7 +421,7 @@ func TestSequenceReaderResult(t *testing.T) {
 			}
 		}
 
-		ctx := context.Background()
+		ctx := t.Context()
 
 		// Test outer error
 		sequenced1 := SequenceReaderResult(makeOriginal(-20))
@@ -460,7 +460,7 @@ func TestSequenceReaderResult(t *testing.T) {
 			}
 		}
 
-		ctx, cancel := context.WithCancel(context.Background())
+		ctx, cancel := context.WithCancel(t.Context())
 		cancel()
 
 		sequenced := SequenceReaderResult(original)
@@ -484,7 +484,7 @@ func TestSequenceEdgeCases(t *testing.T) {
 			}
 		}
 
-		ctx := context.Background()
+		ctx := t.Context()
 		empty := Empty{}
 		sequenced := SequenceReader(original)
 
@@ -514,7 +514,7 @@ func TestSequenceEdgeCases(t *testing.T) {
 			}
 		}
 
-		ctx := context.Background()
+		ctx := t.Context()
 		data := &Data{Value: 100}
 		sequenced := SequenceReader(original)
 
@@ -544,7 +544,7 @@ func TestSequenceEdgeCases(t *testing.T) {
 			}
 		}
 
-		ctx := context.Background()
+		ctx := t.Context()
 		sequenced := SequenceReader(original)
 
 		// Call multiple times with same inputs
@@ -583,7 +583,7 @@ func TestTraverseReader(t *testing.T) {
 
 		// Provide Config and execute
 		cfg := Config{Multiplier: 5}
-		ctx := context.Background()
+		ctx := t.Context()
 		finalResult := result(cfg)(ctx)()
 
 		assert.True(t, either.IsRight(finalResult))
@@ -614,7 +614,7 @@ func TestTraverseReader(t *testing.T) {
 
 		// Provide Config and execute
 		cfg := Config{Multiplier: 5}
-		ctx := context.Background()
+		ctx := t.Context()
 		finalResult := result(cfg)(ctx)()
 
 		assert.True(t, either.IsLeft(finalResult))
@@ -643,7 +643,7 @@ func TestTraverseReader(t *testing.T) {
 
 		// Provide Database and execute
 		db := Database{Prefix: "ID"}
-		ctx := context.Background()
+		ctx := t.Context()
 		finalResult := result(db)(ctx)()
 
 		assert.True(t, either.IsRight(finalResult))
@@ -673,7 +673,7 @@ func TestTraverseReader(t *testing.T) {
 
 		// Provide Settings and execute
 		settings := Settings{Prefix: "[", Suffix: "]"}
-		ctx := context.Background()
+		ctx := t.Context()
 		finalResult := result(settings)(ctx)()
 
 		assert.True(t, either.IsRight(finalResult))
@@ -705,14 +705,14 @@ func TestTraverseReader(t *testing.T) {
 		withConfig := result(cfg)
 
 		// Can now use with different contexts
-		ctx1 := context.Background()
+		ctx1 := t.Context()
 		finalResult1 := withConfig(ctx1)()
 		assert.True(t, either.IsRight(finalResult1))
 		value1, _ := either.Unwrap(finalResult1)
 		assert.Equal(t, 30, value1)
 
 		// Reuse with different context
-		ctx2 := context.Background()
+		ctx2 := t.Context()
 		finalResult2 := withConfig(ctx2)()
 		assert.True(t, either.IsRight(finalResult2))
 		value2, _ := either.Unwrap(finalResult2)
@@ -746,7 +746,7 @@ func TestTraverseReader(t *testing.T) {
 		result := traversed(original)
 
 		// Use canceled context
-		ctx, cancel := context.WithCancel(context.Background())
+		ctx, cancel := context.WithCancel(t.Context())
 		cancel()
 
 		cfg := Config{Value: 5}
@@ -778,7 +778,7 @@ func TestTraverseReader(t *testing.T) {
 
 		// Provide Config with zero offset
 		cfg := Config{Offset: 0}
-		ctx := context.Background()
+		ctx := t.Context()
 		finalResult := result(cfg)(ctx)()
 
 		assert.True(t, either.IsRight(finalResult))
@@ -807,7 +807,7 @@ func TestTraverseReader(t *testing.T) {
 
 		// Provide Config and execute
 		cfg := Config{Multiplier: 4}
-		ctx := context.Background()
+		ctx := t.Context()
 		finalResult := result(cfg)(ctx)()
 
 		assert.True(t, either.IsRight(finalResult))
@@ -843,7 +843,7 @@ func TestTraverseReader(t *testing.T) {
 
 		// Test with value within range
 		rules1 := ValidationRules{MinValue: 0, MaxValue: 100}
-		ctx := context.Background()
+		ctx := t.Context()
 		finalResult1 := result(rules1)(ctx)()
 		assert.True(t, either.IsRight(finalResult1))
 		value1, _ := either.Unwrap(finalResult1)

v2/context/readerioresult/http/builder/builder.go

@@ -42,7 +42,7 @@
 //	)
 //
 //	requester := RB.Requester(builder)
-//	result := requester(context.Background())()
+//	result := requester(t.Context())()
 package builder
 
 import (
@@ -103,7 +103,7 @@ import (
 //	    B.WithJSONBody(map[string]string{"name": "John"}),
 //	)
 //	requester := RB.Requester(builder)
-//	result := requester(context.Background())()
+//	result := requester(t.Context())()
 //
 // Example without body:
 //
@@ -113,7 +113,7 @@ import (
 //	    B.WithMethod("GET"),
 //	)
 //	requester := RB.Requester(builder)
-//	result := requester(context.Background())()
+//	result := requester(t.Context())()
 func Requester(builder *R.Builder) RIOEH.Requester {
 
 	withBody := F.Curry3(func(data []byte, url string, method string) RIOE.ReaderIOResult[*http.Request] {

v2/context/readerioresult/http/builder/builder_test.go

@@ -46,7 +46,7 @@ func TestBuilderWithQuery(t *testing.T) {
 		RIOE.Map(func(r *http.Request) *url.URL {
 			return r.URL
 		}),
-		RIOE.ChainFirstIOK(func(u *url.URL) IO.IO[any] {
+		RIOE.ChainFirstIOK(func(u *url.URL) IO.IO[Void] {
 			return IO.FromImpure(func() {
 				q := u.Query()
 				assert.Equal(t, "10", q.Get("limit"))
@@ -55,7 +55,7 @@ func TestBuilderWithQuery(t *testing.T) {
 		}),
 	)
 
-	assert.True(t, E.IsRight(req(context.Background())()))
+	assert.True(t, E.IsRight(req(t.Context())()))
 }
 
 // TestBuilderWithoutBody tests creating a request without a body
@@ -67,7 +67,7 @@ func TestBuilderWithoutBody(t *testing.T) {
 	)
 
 	requester := Requester(builder)
-	result := requester(context.Background())()
+	result := requester(t.Context())()
 
 	assert.True(t, E.IsRight(result), "Expected Right result")
 
@@ -90,7 +90,7 @@ func TestBuilderWithBody(t *testing.T) {
 	)
 
 	requester := Requester(builder)
-	result := requester(context.Background())()
+	result := requester(t.Context())()
 
 	assert.True(t, E.IsRight(result), "Expected Right result")
 
@@ -112,7 +112,7 @@ func TestBuilderWithHeaders(t *testing.T) {
 	)
 
 	requester := Requester(builder)
-	result := requester(context.Background())()
+	result := requester(t.Context())()
 
 	assert.True(t, E.IsRight(result), "Expected Right result")
 
@@ -130,7 +130,7 @@ func TestBuilderWithInvalidURL(t *testing.T) {
 	)
 
 	requester := Requester(builder)
-	result := requester(context.Background())()
+	result := requester(t.Context())()
 
 	assert.True(t, E.IsLeft(result), "Expected Left result for invalid URL")
 }
@@ -144,7 +144,7 @@ func TestBuilderWithEmptyMethod(t *testing.T) {
 	)
 
 	requester := Requester(builder)
-	result := requester(context.Background())()
+	result := requester(t.Context())()
 
 	// Empty method should still work (defaults to GET in http.NewRequest)
 	assert.True(t, E.IsRight(result), "Expected Right result")
@@ -161,7 +161,7 @@ func TestBuilderWithMultipleHeaders(t *testing.T) {
 	)
 
 	requester := Requester(builder)
-	result := requester(context.Background())()
+	result := requester(t.Context())()
 
 	assert.True(t, E.IsRight(result), "Expected Right result")
 
@@ -185,7 +185,7 @@ func TestBuilderWithBodyAndHeaders(t *testing.T) {
 	)
 
 	requester := Requester(builder)
-	result := requester(context.Background())()
+	result := requester(t.Context())()
 
 	assert.True(t, E.IsRight(result), "Expected Right result")
 
@@ -207,7 +207,7 @@ func TestBuilderContextCancellation(t *testing.T) {
 	requester := Requester(builder)
 
 	// Create a cancelled context
-	ctx, cancel := context.WithCancel(context.Background())
+	ctx, cancel := context.WithCancel(t.Context())
 	cancel() // Cancel immediately
 
 	result := requester(ctx)()
@@ -233,7 +233,7 @@ func TestBuilderWithDifferentMethods(t *testing.T) {
 			)
 
 			requester := Requester(builder)
-			result := requester(context.Background())()
+			result := requester(t.Context())()
 
 			assert.True(t, E.IsRight(result), "Expected Right result for method %s", method)
 
@@ -256,7 +256,7 @@ func TestBuilderWithJSON(t *testing.T) {
 	)
 
 	requester := Requester(builder)
-	result := requester(context.Background())()
+	result := requester(t.Context())()
 
 	assert.True(t, E.IsRight(result), "Expected Right result")
 
@@ -277,7 +277,7 @@ func TestBuilderWithBearer(t *testing.T) {
 	)
 
 	requester := Requester(builder)
-	result := requester(context.Background())()
+	result := requester(t.Context())()
 
 	assert.True(t, E.IsRight(result), "Expected Right result")
 

v2/context/readerioresult/http/builder/types.go

@@ -0,0 +1,7 @@
+package builder
+
+import "github.com/IBM/fp-go/v2/function"
+
+type (
+	Void = function.Void
+)

v2/context/readerioresult/http/request.go

@@ -28,7 +28,7 @@
 //	client := MakeClient(http.DefaultClient)
 //	request := MakeGetRequest("https://api.example.com/data")
 //	result := ReadJSON[MyType](client)(request)
-//	response := result(context.Background())()
+//	response := result(t.Context())()
 package http
 
 import (
@@ -157,8 +157,8 @@ func MakeClient(httpClient *http.Client) Client {
 //	client := MakeClient(http.DefaultClient)
 //	request := MakeGetRequest("https://api.example.com/data")
 //	fullResp := ReadFullResponse(client)(request)
-//	result := fullResp(context.Background())()
-func ReadFullResponse(client Client) RIOE.Kleisli[Requester, H.FullResponse] {
+//	result := fullResp(t.Context())()
+func ReadFullResponse(client Client) RIOE.Operator[*http.Request, H.FullResponse] {
 	return func(req Requester) RIOE.ReaderIOResult[H.FullResponse] {
 		return F.Flow3(
 			client.Do(req),
@@ -194,8 +194,8 @@ func ReadFullResponse(client Client) RIOE.Kleisli[Requester, H.FullResponse] {
 //	client := MakeClient(http.DefaultClient)
 //	request := MakeGetRequest("https://api.example.com/data")
 //	readBytes := ReadAll(client)
-//	result := readBytes(request)(context.Background())()
-func ReadAll(client Client) RIOE.Kleisli[Requester, []byte] {
+//	result := readBytes(request)(t.Context())()
+func ReadAll(client Client) RIOE.Operator[*http.Request, []byte] {
 	return F.Flow2(
 		ReadFullResponse(client),
 		RIOE.Map(H.Body),
@@ -218,8 +218,8 @@ func ReadAll(client Client) RIOE.Kleisli[Requester, []byte] {
 //	client := MakeClient(http.DefaultClient)
 //	request := MakeGetRequest("https://api.example.com/text")
 //	readText := ReadText(client)
-//	result := readText(request)(context.Background())()
-func ReadText(client Client) RIOE.Kleisli[Requester, string] {
+//	result := readText(request)(t.Context())()
+func ReadText(client Client) RIOE.Operator[*http.Request, string] {
 	return F.Flow2(
 		ReadAll(client),
 		RIOE.Map(B.ToString),
@@ -231,7 +231,7 @@ func ReadText(client Client) RIOE.Kleisli[Requester, string] {
 // Deprecated: Use [ReadJSON] instead. This function is kept for backward compatibility
 // but will be removed in a future version. The capitalized version follows Go naming
 // conventions for acronyms.
-func ReadJson[A any](client Client) RIOE.Kleisli[Requester, A] {
+func ReadJson[A any](client Client) RIOE.Operator[*http.Request, A] {
 	return ReadJSON[A](client)
 }
 
@@ -242,7 +242,7 @@ func ReadJson[A any](client Client) RIOE.Kleisli[Requester, A] {
 //  3. Reads the response body as bytes
 //
 // This function is used internally by ReadJSON to ensure proper JSON response handling.
-func readJSON(client Client) RIOE.Kleisli[Requester, []byte] {
+func readJSON(client Client) RIOE.Operator[*http.Request, []byte] {
 	return F.Flow3(
 		ReadFullResponse(client),
 		RIOE.ChainFirstEitherK(F.Flow2(
@@ -277,8 +277,8 @@ func readJSON(client Client) RIOE.Kleisli[Requester, []byte] {
 //	client := MakeClient(http.DefaultClient)
 //	request := MakeGetRequest("https://api.example.com/user/1")
 //	readUser := ReadJSON[User](client)
-//	result := readUser(request)(context.Background())()
-func ReadJSON[A any](client Client) RIOE.Kleisli[Requester, A] {
+//	result := readUser(request)(t.Context())()
+func ReadJSON[A any](client Client) RIOE.Operator[*http.Request, A] {
 	return F.Flow2(
 		readJSON(client),
 		RIOE.ChainEitherK(J.Unmarshal[A]),

v2/context/readerioresult/logging.go

@@ -65,7 +65,7 @@ var (
 	// This function assumes the context contains logging information; it will panic if not present.
 	getLoggingContext = F.Flow3(
 		loggingContextValue,
-		option.ToType[loggingContext],
+		option.InstanceOf[loggingContext],
 		option.GetOrElse(getDefaultLoggingContext),
 	)
 )
@@ -429,7 +429,7 @@ func LogEntryExitWithCallback[A any](
 //	loggedFetch := LogEntryExit[User]("fetchUser")(fetchUser(123))
 //
 //	// Execute
-//	result := loggedFetch(context.Background())()
+//	result := loggedFetch(t.Context())()
 //	// Logs:
 //	// [entering 1] fetchUser
 //	// [exiting  1] fetchUser [0.1s]
@@ -441,7 +441,7 @@ func LogEntryExitWithCallback[A any](
 //	}
 //
 //	logged := LogEntryExit[string]("failingOp")(failingOp())
-//	result := logged(context.Background())()
+//	result := logged(t.Context())()
 //	// Logs:
 //	// [entering 2] failingOp
 //	// [throwing 2] failingOp [0.0s]: connection timeout
@@ -461,7 +461,7 @@ func LogEntryExitWithCallback[A any](
 //	    LogEntryExit[[]Order]("fetchOrders"),
 //	)
 //
-//	result := pipeline(context.Background())()
+//	result := pipeline(t.Context())()
 //	// Logs:
 //	// [entering 3] fetchUser
 //	// [exiting  3] fetchUser [0.1s]
@@ -474,8 +474,8 @@ func LogEntryExitWithCallback[A any](
 //	op1 := LogEntryExit[Data]("operation1")(fetchData(1))
 //	op2 := LogEntryExit[Data]("operation2")(fetchData(2))
 //
-//	go op1(context.Background())()
-//	go op2(context.Background())()
+//	go op1(t.Context())()
+//	go op2(t.Context())()
 //	// Logs (order may vary):
 //	// [entering 5] operation1
 //	// [entering 6] operation2
@@ -615,7 +615,7 @@ func SLogWithCallback[A any](
 //	    Map(func(u User) string { return u.Name }),
 //	)
 //
-//	result := pipeline(context.Background())()
+//	result := pipeline(t.Context())()
 //	// If successful, logs: "Fetched user" value={ID:123 Name:"Alice"}
 //	// If error, logs: "Fetched user" error="user not found"
 //
@@ -679,7 +679,7 @@ func SLog[A any](message string) Kleisli[Result[A], A] {
 //	    Map(func(u User) string { return u.Name }),
 //	)
 //
-//	result := pipeline(context.Background())()
+//	result := pipeline(t.Context())()
 //	// Logs: "Fetched user" value={ID:123 Name:"Alice"}
 //	// Returns: result.Of("Alice")
 //
@@ -694,7 +694,7 @@ func SLog[A any](message string) Kleisli[Result[A], A] {
 //	    TapSLog[Payment]("Payment processed"),
 //	)
 //
-//	result := processOrder(context.Background())()
+//	result := processOrder(t.Context())()
 //	// Logs each successful step with the intermediate values
 //	// If any step fails, subsequent TapSLog calls don't log
 //

v2/context/readerioresult/logging_test.go

@@ -26,7 +26,7 @@ func TestLoggingContext(t *testing.T) {
 		LogEntryExit[string]("TestLoggingContext2"),
 	)
 
-	assert.Equal(t, result.Of("Sample"), data(context.Background())())
+	assert.Equal(t, result.Of("Sample"), data(t.Context())())
 }
 
 // TestLogEntryExitSuccess tests successful operation logging
@@ -43,7 +43,7 @@ func TestLogEntryExitSuccess(t *testing.T) {
 		LogEntryExit[string]("TestOperation"),
 	)
 
-	res := operation(context.Background())()
+	res := operation(t.Context())()
 
 	assert.Equal(t, result.Of("success value"), res)
 
@@ -70,7 +70,7 @@ func TestLogEntryExitError(t *testing.T) {
 		LogEntryExit[string]("FailingOperation"),
 	)
 
-	res := operation(context.Background())()
+	res := operation(t.Context())()
 
 	assert.True(t, result.IsLeft(res))
 
@@ -105,7 +105,7 @@ func TestLogEntryExitNested(t *testing.T) {
 		}),
 	)
 
-	res := outerOp(context.Background())()
+	res := outerOp(t.Context())()
 
 	assert.True(t, result.IsRight(res))
 
@@ -137,7 +137,7 @@ func TestLogEntryExitWithCallback(t *testing.T) {
 		LogEntryExitWithCallback[int](slog.LevelDebug, customCallback, "DebugOperation"),
 	)
 
-	res := operation(context.Background())()
+	res := operation(t.Context())()
 
 	assert.Equal(t, result.Of(42), res)
 
@@ -163,7 +163,7 @@ func TestLogEntryExitDisabled(t *testing.T) {
 		LogEntryExit[string]("DisabledOperation"),
 	)
 
-	res := operation(context.Background())()
+	res := operation(t.Context())()
 
 	assert.True(t, result.IsRight(res))
 
@@ -197,7 +197,7 @@ func TestLogEntryExitF(t *testing.T) {
 		LogEntryExitF(onEntry, onExit),
 	)
 
-	res := operation(context.Background())()
+	res := operation(t.Context())()
 
 	assert.True(t, result.IsRight(res))
 	assert.Equal(t, 1, entryCount, "Entry callback should be called once")
@@ -234,7 +234,7 @@ func TestLogEntryExitFWithError(t *testing.T) {
 		LogEntryExitF(onEntry, onExit),
 	)
 
-	res := operation(context.Background())()
+	res := operation(t.Context())()
 
 	assert.True(t, result.IsLeft(res))
 	assert.Equal(t, 1, entryCount, "Entry callback should be called once")
@@ -257,7 +257,7 @@ func TestLoggingIDUniqueness(t *testing.T) {
 			Of(i),
 			LogEntryExit[int]("Operation"),
 		)
-		op(context.Background())()
+		op(t.Context())()
 	}
 
 	logOutput := buf.String()
@@ -287,7 +287,7 @@ func TestLogEntryExitWithContextLogger(t *testing.T) {
 		Level: slog.LevelInfo,
 	}))
 
-	ctx := logging.WithLogger(contextLogger)(context.Background())
+	ctx := logging.WithLogger(contextLogger)(t.Context())
 
 	operation := F.Pipe1(
 		Of("context value"),
@@ -326,7 +326,7 @@ func TestLogEntryExitTiming(t *testing.T) {
 		LogEntryExit[string]("SlowOperation"),
 	)
 
-	res := operation(context.Background())()
+	res := operation(t.Context())()
 
 	assert.True(t, result.IsRight(res))
 
@@ -379,7 +379,7 @@ func TestLogEntryExitChainedOperations(t *testing.T) {
 		)),
 	)
 
-	res := pipeline(context.Background())()
+	res := pipeline(t.Context())()
 
 	assert.Equal(t, result.Of("2"), res)
 
@@ -408,7 +408,7 @@ func TestTapSLog(t *testing.T) {
 		Map(N.Mul(2)),
 	)
 
-	res := operation(context.Background())()
+	res := operation(t.Context())()
 
 	assert.Equal(t, result.Of(84), res)
 
@@ -443,7 +443,7 @@ func TestTapSLogInPipeline(t *testing.T) {
 		TapSLog[int]("Step 3: Final length"),
 	)
 
-	res := pipeline(context.Background())()
+	res := pipeline(t.Context())()
 
 	assert.Equal(t, result.Of(11), res)
 
@@ -472,7 +472,7 @@ func TestTapSLogWithError(t *testing.T) {
 		Map(N.Mul(2)),
 	)
 
-	res := pipeline(context.Background())()
+	res := pipeline(t.Context())()
 
 	assert.True(t, result.IsLeft(res))
 
@@ -504,7 +504,7 @@ func TestTapSLogWithStruct(t *testing.T) {
 		Map(func(u User) string { return u.Name }),
 	)
 
-	res := operation(context.Background())()
+	res := operation(t.Context())()
 
 	assert.Equal(t, result.Of("Alice"), res)
 
@@ -530,7 +530,7 @@ func TestTapSLogDisabled(t *testing.T) {
 		Map(N.Mul(2)),
 	)
 
-	res := operation(context.Background())()
+	res := operation(t.Context())()
 
 	assert.Equal(t, result.Of(84), res)
 
@@ -546,7 +546,7 @@ func TestTapSLogWithContextLogger(t *testing.T) {
 		Level: slog.LevelInfo,
 	}))
 
-	ctx := logging.WithLogger(contextLogger)(context.Background())
+	ctx := logging.WithLogger(contextLogger)(t.Context())
 
 	operation := F.Pipe2(
 		Of("test value"),
@@ -572,7 +572,7 @@ func TestSLogLogsSuccessValue(t *testing.T) {
 	oldLogger := logging.SetLogger(logger)
 	defer logging.SetLogger(oldLogger)
 
-	ctx := context.Background()
+	ctx := t.Context()
 
 	// Create a Result and log it
 	res1 := result.Of(42)
@@ -594,7 +594,7 @@ func TestSLogLogsErrorValue(t *testing.T) {
 	oldLogger := logging.SetLogger(logger)
 	defer logging.SetLogger(oldLogger)
 
-	ctx := context.Background()
+	ctx := t.Context()
 	testErr := errors.New("test error")
 
 	// Create an error Result and log it
@@ -620,7 +620,7 @@ func TestSLogWithCallbackCustomLevel(t *testing.T) {
 		return logger
 	}
 
-	ctx := context.Background()
+	ctx := t.Context()
 
 	// Create a Result and log it with custom callback
 	res1 := result.Of(42)
@@ -645,7 +645,7 @@ func TestSLogWithCallbackLogsError(t *testing.T) {
 		return logger
 	}
 
-	ctx := context.Background()
+	ctx := t.Context()
 	testErr := errors.New("warning error")
 
 	// Create an error Result and log it with custom callback

v2/context/readerioresult/profunctor.go

@@ -0,0 +1,75 @@
+// Copyright (c) 2025 IBM Corp.
+// All rights reserved.
+//
+// Licensed under the Apache License, Version 2.0 (the "License");
+// you may not use this file except in compliance with the License.
+// You may obtain a copy of the License at
+//
+// http://www.apache.org/licenses/LICENSE-2.0
+//
+// Unless required by applicable law or agreed to in writing, software
+// distributed under the License is distributed on an "AS IS" BASIS,
+// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+// See the License for the specific language governing permissions and
+// limitations under the License.
+
+package readerioresult
+
+import (
+	"context"
+
+	"github.com/IBM/fp-go/v2/function"
+)
+
+// Promap is the profunctor map operation that transforms both the input and output of a context-based ReaderIOResult.
+// It applies f to the input context (contravariantly) and g to the output value (covariantly).
+//
+// See: https://github.com/fantasyland/fantasy-land?tab=readme-ov-file#profunctor
+//
+// This operation allows you to:
+//   - Modify the context before passing it to the ReaderIOResult (via f)
+//   - Transform the success value after the IO effect completes (via g)
+//
+// The function f returns both a new context and a CancelFunc that should be called to release resources.
+// The error type is fixed as error and remains unchanged through the transformation.
+//
+// Type Parameters:
+//   - A: The original success type produced by the ReaderIOResult
+//   - B: The new output success type
+//
+// Parameters:
+//   - f: Function to transform the input context (contravariant)
+//   - g: Function to transform the output success value from A to B (covariant)
+//
+// Returns:
+//   - An Operator that takes a ReaderIOResult[A] and returns a ReaderIOResult[B]
+//
+//go:inline
+func Promap[A, B any](f func(context.Context) (context.Context, context.CancelFunc), g func(A) B) Operator[A, B] {
+	return function.Flow2(
+		Local[A](f),
+		Map(g),
+	)
+}
+
+// Contramap changes the context during the execution of a ReaderIOResult.
+// This is the contravariant functor operation that transforms the input context.
+//
+// See: https://github.com/fantasyland/fantasy-land?tab=readme-ov-file#profunctor
+//
+// Contramap is an alias for Local and is useful for adapting a ReaderIOResult to work with
+// a modified context by providing a function that transforms the context.
+//
+// Type Parameters:
+//   - A: The success type (unchanged)
+//
+// Parameters:
+//   - f: Function to transform the context, returning a new context and CancelFunc
+//
+// Returns:
+//   - An Operator that takes a ReaderIOResult[A] and returns a ReaderIOResult[A]
+//
+//go:inline
+func Contramap[A any](f func(context.Context) (context.Context, context.CancelFunc)) Operator[A, A] {
+	return Local[A](f)
+}

v2/context/readerioresult/profunctor_test.go

@@ -0,0 +1,98 @@
+// Copyright (c) 2025 IBM Corp.
+// All rights reserved.
+//
+// Licensed under the Apache License, Version 2.0 (the "License");
+// you may not use this file except in compliance with the License.
+// You may obtain a copy of the License at
+//
+// http://www.apache.org/licenses/LICENSE-2.0
+//
+// Unless required by applicable law or agreed to in writing, software
+// distributed under the License is distributed on an "AS IS" BASIS,
+// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+// See the License for the specific language governing permissions and
+// limitations under the License.
+
+package readerioresult
+
+import (
+	"context"
+	"strconv"
+	"testing"
+
+	R "github.com/IBM/fp-go/v2/result"
+	"github.com/stretchr/testify/assert"
+)
+
+// TestPromapBasic tests basic Promap functionality
+func TestPromapBasic(t *testing.T) {
+	t.Run("transform both context and output", func(t *testing.T) {
+		getValue := func(ctx context.Context) IOResult[int] {
+			return func() R.Result[int] {
+				if v := ctx.Value("key"); v != nil {
+					return R.Of(v.(int))
+				}
+				return R.Of(0)
+			}
+		}
+
+		addKey := func(ctx context.Context) (context.Context, context.CancelFunc) {
+			newCtx := context.WithValue(ctx, "key", 42)
+			return newCtx, func() {}
+		}
+		toString := strconv.Itoa
+
+		adapted := Promap(addKey, toString)(getValue)
+		result := adapted(t.Context())()
+
+		assert.Equal(t, R.Of("42"), result)
+	})
+}
+
+// TestContramapBasic tests basic Contramap functionality
+func TestContramapBasic(t *testing.T) {
+	t.Run("context transformation", func(t *testing.T) {
+		getValue := func(ctx context.Context) IOResult[int] {
+			return func() R.Result[int] {
+				if v := ctx.Value("key"); v != nil {
+					return R.Of(v.(int))
+				}
+				return R.Of(0)
+			}
+		}
+
+		addKey := func(ctx context.Context) (context.Context, context.CancelFunc) {
+			newCtx := context.WithValue(ctx, "key", 100)
+			return newCtx, func() {}
+		}
+
+		adapted := Contramap[int](addKey)(getValue)
+		result := adapted(t.Context())()
+
+		assert.Equal(t, R.Of(100), result)
+	})
+}
+
+// TestLocalBasic tests basic Local functionality
+func TestLocalBasic(t *testing.T) {
+	t.Run("adds value to context", func(t *testing.T) {
+		getValue := func(ctx context.Context) IOResult[string] {
+			return func() R.Result[string] {
+				if v := ctx.Value("user"); v != nil {
+					return R.Of(v.(string))
+				}
+				return R.Of("unknown")
+			}
+		}
+
+		addUser := func(ctx context.Context) (context.Context, context.CancelFunc) {
+			newCtx := context.WithValue(ctx, "user", "Alice")
+			return newCtx, func() {}
+		}
+
+		adapted := Local[string](addUser)(getValue)
+		result := adapted(t.Context())()
+
+		assert.Equal(t, R.Of("Alice"), result)
+	})
+}

v2/context/readerioresult/reader.go

@@ -222,7 +222,7 @@ func withCancelCauseFunc[A any](cancel context.CancelCauseFunc, ma IOResult[A])
 	return function.Pipe3(
 		ma,
 		ioresult.Swap[A],
-		ioeither.ChainFirstIOK[A](func(err error) func() any {
+		ioeither.ChainFirstIOK[A](func(err error) func() Void {
 			return io.FromImpure(func() { cancel(err) })
 		}),
 		ioeither.Swap[A],
@@ -452,7 +452,7 @@ func TapEitherK[A, B any](f either.Kleisli[error, A, B]) Operator[A, A] {
 // Returns a function that chains Option-returning functions into ReaderIOResult.
 //
 //go:inline
-func ChainOptionK[A, B any](onNone func() error) func(option.Kleisli[A, B]) Operator[A, B] {
+func ChainOptionK[A, B any](onNone Lazy[error]) func(option.Kleisli[A, B]) Operator[A, B] {
 	return RIOR.ChainOptionK[context.Context, A, B](onNone)
 }
 
@@ -800,7 +800,7 @@ func FromReaderResult[A any](ma ReaderResult[A]) ReaderIOResult[A] {
 }
 
 //go:inline
-func FromReaderOption[A any](onNone func() error) Kleisli[ReaderOption[context.Context, A], A] {
+func FromReaderOption[A any](onNone Lazy[error]) Kleisli[ReaderOption[context.Context, A], A] {
 	return RIOR.FromReaderOption[context.Context, A](onNone)
 }
 
@@ -895,17 +895,17 @@ func TapReaderIOK[A, B any](f readerio.Kleisli[A, B]) Operator[A, A] {
 }
 
 //go:inline
-func ChainReaderOptionK[A, B any](onNone func() error) func(readeroption.Kleisli[context.Context, A, B]) Operator[A, B] {
+func ChainReaderOptionK[A, B any](onNone Lazy[error]) func(readeroption.Kleisli[context.Context, A, B]) Operator[A, B] {
 	return RIOR.ChainReaderOptionK[context.Context, A, B](onNone)
 }
 
 //go:inline
-func ChainFirstReaderOptionK[A, B any](onNone func() error) func(readeroption.Kleisli[context.Context, A, B]) Operator[A, A] {
+func ChainFirstReaderOptionK[A, B any](onNone Lazy[error]) func(readeroption.Kleisli[context.Context, A, B]) Operator[A, A] {
 	return RIOR.ChainFirstReaderOptionK[context.Context, A, B](onNone)
 }
 
 //go:inline
-func TapReaderOptionK[A, B any](onNone func() error) func(readeroption.Kleisli[context.Context, A, B]) Operator[A, A] {
+func TapReaderOptionK[A, B any](onNone Lazy[error]) func(readeroption.Kleisli[context.Context, A, B]) Operator[A, A] {
 	return RIOR.TapReaderOptionK[context.Context, A, B](onNone)
 }
 
@@ -914,6 +914,21 @@ func Read[A any](r context.Context) func(ReaderIOResult[A]) IOResult[A] {
 	return RIOR.Read[A](r)
 }
 
+//go:inline
+func ReadIO[A any](r IO[context.Context]) func(ReaderIOResult[A]) IOResult[A] {
+	return RIOR.ReadIO[A](r)
+}
+
+//go:inline
+func ReadIOEither[A any](r IOResult[context.Context]) func(ReaderIOResult[A]) IOResult[A] {
+	return RIOR.ReadIOEither[A](r)
+}
+
+//go:inline
+func ReadIOResult[A any](r IOResult[context.Context]) func(ReaderIOResult[A]) IOResult[A] {
+	return RIOR.ReadIOResult[A](r)
+}
+
 // MonadChainLeft chains a computation on the left (error) side of a [ReaderIOResult].
 // If the input is a Left value, it applies the function f to transform the error and potentially
 // change the error type. If the input is a Right value, it passes through unchanged.
@@ -1026,7 +1041,7 @@ func TapLeftIOK[A, B any](f io.Kleisli[error, B]) Operator[A, A] {
 //	    getUser,
 //	    addUser,
 //	)
-//	value, err := result(context.Background())()  // Returns ("Alice", nil)
+//	value, err := result(t.Context())()  // Returns ("Alice", nil)
 //
 // Timeout Example:
 //
@@ -1097,7 +1112,7 @@ func Local[A any](f func(context.Context) (context.Context, context.CancelFunc))
 //	    fetchData,
 //	    readerioresult.WithTimeout[Data](5*time.Second),
 //	)
-//	value, err := result(context.Background())()  // Returns (Data{}, context.DeadlineExceeded) after 5s
+//	value, err := result(t.Context())()  // Returns (Data{}, context.DeadlineExceeded) after 5s
 //
 // Successful Example:
 //
@@ -1106,7 +1121,7 @@ func Local[A any](f func(context.Context) (context.Context, context.CancelFunc))
 //	    quickFetch,
 //	    readerioresult.WithTimeout[Data](5*time.Second),
 //	)
-//	value, err := result(context.Background())()  // Returns (Data{Value: "quick"}, nil)
+//	value, err := result(t.Context())()  // Returns (Data{Value: "quick"}, nil)
 func WithTimeout[A any](timeout time.Duration) Operator[A, A] {
 	return Local[A](func(ctx context.Context) (context.Context, context.CancelFunc) {
 		return context.WithTimeout(ctx, timeout)
@@ -1158,12 +1173,12 @@ func WithTimeout[A any](timeout time.Duration) Operator[A, A] {
 //	    fetchData,
 //	    readerioresult.WithDeadline[Data](deadline),
 //	)
-//	value, err := result(context.Background())()  // Returns (Data{}, context.DeadlineExceeded) if past deadline
+//	value, err := result(t.Context())()  // Returns (Data{}, context.DeadlineExceeded) if past deadline
 //
 // Combining with Parent Context:
 //
 //	// If parent context already has a deadline, the earlier one takes precedence
-//	parentCtx, cancel := context.WithDeadline(context.Background(), time.Now().Add(1*time.Hour))
+//	parentCtx, cancel := context.WithDeadline(t.Context(), time.Now().Add(1*time.Hour))
 //	defer cancel()
 //
 //	laterDeadline := time.Now().Add(2 * time.Hour)

v2/context/readerioresult/reader_extended_test.go

@@ -36,56 +36,56 @@ func TestFromEither(t *testing.T) {
 	t.Run("Right value", func(t *testing.T) {
 		either := E.Right[error]("success")
 		result := FromEither(either)
-		assert.Equal(t, E.Right[error]("success"), result(context.Background())())
+		assert.Equal(t, E.Right[error]("success"), result(t.Context())())
 	})
 
 	t.Run("Left value", func(t *testing.T) {
 		err := errors.New("test error")
 		either := E.Left[string](err)
 		result := FromEither(either)
-		assert.Equal(t, E.Left[string](err), result(context.Background())())
+		assert.Equal(t, E.Left[string](err), result(t.Context())())
 	})
 }
 
 func TestFromResult(t *testing.T) {
 	t.Run("Success", func(t *testing.T) {
 		result := FromResult(E.Right[error](42))
-		assert.Equal(t, E.Right[error](42), result(context.Background())())
+		assert.Equal(t, E.Right[error](42), result(t.Context())())
 	})
 
 	t.Run("Error", func(t *testing.T) {
 		err := errors.New("test error")
 		result := FromResult(E.Left[int](err))
-		assert.Equal(t, E.Left[int](err), result(context.Background())())
+		assert.Equal(t, E.Left[int](err), result(t.Context())())
 	})
 }
 
 func TestLeft(t *testing.T) {
 	err := errors.New("test error")
 	result := Left[string](err)
-	assert.Equal(t, E.Left[string](err), result(context.Background())())
+	assert.Equal(t, E.Left[string](err), result(t.Context())())
 }
 
 func TestRight(t *testing.T) {
 	result := Right("success")
-	assert.Equal(t, E.Right[error]("success"), result(context.Background())())
+	assert.Equal(t, E.Right[error]("success"), result(t.Context())())
 }
 
 func TestOf(t *testing.T) {
 	result := Of(42)
-	assert.Equal(t, E.Right[error](42), result(context.Background())())
+	assert.Equal(t, E.Right[error](42), result(t.Context())())
 }
 
 func TestMonadMap(t *testing.T) {
 	t.Run("Map over Right", func(t *testing.T) {
 		result := MonadMap(Of(5), N.Mul(2))
-		assert.Equal(t, E.Right[error](10), result(context.Background())())
+		assert.Equal(t, E.Right[error](10), result(t.Context())())
 	})
 
 	t.Run("Map over Left", func(t *testing.T) {
 		err := errors.New("test error")
 		result := MonadMap(Left[int](err), N.Mul(2))
-		assert.Equal(t, E.Left[int](err), result(context.Background())())
+		assert.Equal(t, E.Left[int](err), result(t.Context())())
 	})
 }
 
@@ -93,34 +93,34 @@ func TestMap(t *testing.T) {
 	t.Run("Map with success", func(t *testing.T) {
 		mapper := Map(N.Mul(2))
 		result := mapper(Of(5))
-		assert.Equal(t, E.Right[error](10), result(context.Background())())
+		assert.Equal(t, E.Right[error](10), result(t.Context())())
 	})
 
 	t.Run("Map with error", func(t *testing.T) {
 		err := errors.New("test error")
 		mapper := Map(N.Mul(2))
 		result := mapper(Left[int](err))
-		assert.Equal(t, E.Left[int](err), result(context.Background())())
+		assert.Equal(t, E.Left[int](err), result(t.Context())())
 	})
 }
 
 func TestMonadMapTo(t *testing.T) {
 	t.Run("MapTo with success", func(t *testing.T) {
 		result := MonadMapTo(Of("original"), 42)
-		assert.Equal(t, E.Right[error](42), result(context.Background())())
+		assert.Equal(t, E.Right[error](42), result(t.Context())())
 	})
 
 	t.Run("MapTo with error", func(t *testing.T) {
 		err := errors.New("test error")
 		result := MonadMapTo(Left[string](err), 42)
-		assert.Equal(t, E.Left[int](err), result(context.Background())())
+		assert.Equal(t, E.Left[int](err), result(t.Context())())
 	})
 }
 
 func TestMapTo(t *testing.T) {
 	mapper := MapTo[string](42)
 	result := mapper(Of("original"))
-	assert.Equal(t, E.Right[error](42), result(context.Background())())
+	assert.Equal(t, E.Right[error](42), result(t.Context())())
 }
 
 func TestMonadChain(t *testing.T) {
@@ -128,7 +128,7 @@ func TestMonadChain(t *testing.T) {
 		result := MonadChain(Of(5), func(x int) ReaderIOResult[int] {
 			return Of(x * 2)
 		})
-		assert.Equal(t, E.Right[error](10), result(context.Background())())
+		assert.Equal(t, E.Right[error](10), result(t.Context())())
 	})
 
 	t.Run("Chain with error in first", func(t *testing.T) {
@@ -136,7 +136,7 @@ func TestMonadChain(t *testing.T) {
 		result := MonadChain(Left[int](err), func(x int) ReaderIOResult[int] {
 			return Of(x * 2)
 		})
-		assert.Equal(t, E.Left[int](err), result(context.Background())())
+		assert.Equal(t, E.Left[int](err), result(t.Context())())
 	})
 
 	t.Run("Chain with error in second", func(t *testing.T) {
@@ -144,7 +144,7 @@ func TestMonadChain(t *testing.T) {
 		result := MonadChain(Of(5), func(x int) ReaderIOResult[int] {
 			return Left[int](err)
 		})
-		assert.Equal(t, E.Left[int](err), result(context.Background())())
+		assert.Equal(t, E.Left[int](err), result(t.Context())())
 	})
 }
 
@@ -153,7 +153,7 @@ func TestChain(t *testing.T) {
 		return Of(x * 2)
 	})
 	result := chainer(Of(5))
-	assert.Equal(t, E.Right[error](10), result(context.Background())())
+	assert.Equal(t, E.Right[error](10), result(t.Context())())
 }
 
 func TestMonadChainFirst(t *testing.T) {
@@ -161,7 +161,7 @@ func TestMonadChainFirst(t *testing.T) {
 		result := MonadChainFirst(Of(5), func(x int) ReaderIOResult[string] {
 			return Of("ignored")
 		})
-		assert.Equal(t, E.Right[error](5), result(context.Background())())
+		assert.Equal(t, E.Right[error](5), result(t.Context())())
 	})
 
 	t.Run("ChainFirst propagates error from second", func(t *testing.T) {
@@ -169,7 +169,7 @@ func TestMonadChainFirst(t *testing.T) {
 		result := MonadChainFirst(Of(5), func(x int) ReaderIOResult[string] {
 			return Left[string](err)
 		})
-		assert.Equal(t, E.Left[int](err), result(context.Background())())
+		assert.Equal(t, E.Left[int](err), result(t.Context())())
 	})
 }
 
@@ -178,7 +178,7 @@ func TestChainFirst(t *testing.T) {
 		return Of("ignored")
 	})
 	result := chainer(Of(5))
-	assert.Equal(t, E.Right[error](5), result(context.Background())())
+	assert.Equal(t, E.Right[error](5), result(t.Context())())
 }
 
 func TestMonadApSeq(t *testing.T) {
@@ -186,7 +186,7 @@ func TestMonadApSeq(t *testing.T) {
 		fab := Of(N.Mul(2))
 		fa := Of(5)
 		result := MonadApSeq(fab, fa)
-		assert.Equal(t, E.Right[error](10), result(context.Background())())
+		assert.Equal(t, E.Right[error](10), result(t.Context())())
 	})
 
 	t.Run("ApSeq with error in function", func(t *testing.T) {
@@ -194,7 +194,7 @@ func TestMonadApSeq(t *testing.T) {
 		fab := Left[func(int) int](err)
 		fa := Of(5)
 		result := MonadApSeq(fab, fa)
-		assert.Equal(t, E.Left[int](err), result(context.Background())())
+		assert.Equal(t, E.Left[int](err), result(t.Context())())
 	})
 
 	t.Run("ApSeq with error in value", func(t *testing.T) {
@@ -202,7 +202,7 @@ func TestMonadApSeq(t *testing.T) {
 		fab := Of(N.Mul(2))
 		fa := Left[int](err)
 		result := MonadApSeq(fab, fa)
-		assert.Equal(t, E.Left[int](err), result(context.Background())())
+		assert.Equal(t, E.Left[int](err), result(t.Context())())
 	})
 }
 
@@ -210,7 +210,7 @@ func TestApSeq(t *testing.T) {
 	fa := Of(5)
 	fab := Of(N.Mul(2))
 	result := MonadApSeq(fab, fa)
-	assert.Equal(t, E.Right[error](10), result(context.Background())())
+	assert.Equal(t, E.Right[error](10), result(t.Context())())
 }
 
 func TestApPar(t *testing.T) {
@@ -218,11 +218,11 @@ func TestApPar(t *testing.T) {
 		fa := Of(5)
 		fab := Of(N.Mul(2))
 		result := MonadApPar(fab, fa)
-		assert.Equal(t, E.Right[error](10), result(context.Background())())
+		assert.Equal(t, E.Right[error](10), result(t.Context())())
 	})
 
 	t.Run("ApPar with cancelled context", func(t *testing.T) {
-		ctx, cancel := context.WithCancel(context.Background())
+		ctx, cancel := context.WithCancel(t.Context())
 		cancel()
 		fa := Of(5)
 		fab := Of(N.Mul(2))
@@ -239,7 +239,7 @@ func TestFromPredicate(t *testing.T) {
 			func(x int) error { return fmt.Errorf("value %d is not positive", x) },
 		)
 		result := pred(5)
-		assert.Equal(t, E.Right[error](5), result(context.Background())())
+		assert.Equal(t, E.Right[error](5), result(t.Context())())
 	})
 
 	t.Run("Predicate false", func(t *testing.T) {
@@ -248,7 +248,7 @@ func TestFromPredicate(t *testing.T) {
 			func(x int) error { return fmt.Errorf("value %d is not positive", x) },
 		)
 		result := pred(-5)
-		res := result(context.Background())()
+		res := result(t.Context())()
 		assert.True(t, E.IsLeft(res))
 	})
 }
@@ -259,7 +259,7 @@ func TestOrElse(t *testing.T) {
 			return Of(42)
 		})
 		result := fallback(Of(10))
-		assert.Equal(t, E.Right[error](10), result(context.Background())())
+		assert.Equal(t, E.Right[error](10), result(t.Context())())
 	})
 
 	t.Run("OrElse with error", func(t *testing.T) {
@@ -268,13 +268,13 @@ func TestOrElse(t *testing.T) {
 			return Of(42)
 		})
 		result := fallback(Left[int](err))
-		assert.Equal(t, E.Right[error](42), result(context.Background())())
+		assert.Equal(t, E.Right[error](42), result(t.Context())())
 	})
 }
 
 func TestAsk(t *testing.T) {
 	result := Ask()
-	ctx := context.Background()
+	ctx := t.Context()
 	res := result(ctx)()
 	assert.True(t, E.IsRight(res))
 	ctxResult := E.ToOption(res)
@@ -286,7 +286,7 @@ func TestMonadChainEitherK(t *testing.T) {
 		result := MonadChainEitherK(Of(5), func(x int) Either[int] {
 			return E.Right[error](x * 2)
 		})
-		assert.Equal(t, E.Right[error](10), result(context.Background())())
+		assert.Equal(t, E.Right[error](10), result(t.Context())())
 	})
 
 	t.Run("ChainEitherK with error", func(t *testing.T) {
@@ -294,7 +294,7 @@ func TestMonadChainEitherK(t *testing.T) {
 		result := MonadChainEitherK(Of(5), func(x int) Either[int] {
 			return E.Left[int](err)
 		})
-		assert.Equal(t, E.Left[int](err), result(context.Background())())
+		assert.Equal(t, E.Left[int](err), result(t.Context())())
 	})
 }
 
@@ -303,7 +303,7 @@ func TestChainEitherK(t *testing.T) {
 		return E.Right[error](x * 2)
 	})
 	result := chainer(Of(5))
-	assert.Equal(t, E.Right[error](10), result(context.Background())())
+	assert.Equal(t, E.Right[error](10), result(t.Context())())
 }
 
 func TestMonadChainFirstEitherK(t *testing.T) {
@@ -311,7 +311,7 @@ func TestMonadChainFirstEitherK(t *testing.T) {
 		result := MonadChainFirstEitherK(Of(5), func(x int) Either[string] {
 			return E.Right[error]("ignored")
 		})
-		assert.Equal(t, E.Right[error](5), result(context.Background())())
+		assert.Equal(t, E.Right[error](5), result(t.Context())())
 	})
 
 	t.Run("ChainFirstEitherK propagates error", func(t *testing.T) {
@@ -319,7 +319,7 @@ func TestMonadChainFirstEitherK(t *testing.T) {
 		result := MonadChainFirstEitherK(Of(5), func(x int) Either[string] {
 			return E.Left[string](err)
 		})
-		assert.Equal(t, E.Left[int](err), result(context.Background())())
+		assert.Equal(t, E.Left[int](err), result(t.Context())())
 	})
 }
 
@@ -328,7 +328,7 @@ func TestChainFirstEitherK(t *testing.T) {
 		return E.Right[error]("ignored")
 	})
 	result := chainer(Of(5))
-	assert.Equal(t, E.Right[error](5), result(context.Background())())
+	assert.Equal(t, E.Right[error](5), result(t.Context())())
 }
 
 func TestChainOptionK(t *testing.T) {
@@ -339,7 +339,7 @@ func TestChainOptionK(t *testing.T) {
 			return O.Some(x * 2)
 		})
 		result := chainer(Of(5))
-		assert.Equal(t, E.Right[error](10), result(context.Background())())
+		assert.Equal(t, E.Right[error](10), result(t.Context())())
 	})
 
 	t.Run("ChainOptionK with None", func(t *testing.T) {
@@ -349,7 +349,7 @@ func TestChainOptionK(t *testing.T) {
 			return O.None[int]()
 		})
 		result := chainer(Of(5))
-		res := result(context.Background())()
+		res := result(t.Context())()
 		assert.True(t, E.IsLeft(res))
 	})
 }
@@ -358,44 +358,44 @@ func TestFromIOEither(t *testing.T) {
 	t.Run("FromIOEither with success", func(t *testing.T) {
 		ioe := IOE.Of[error](42)
 		result := FromIOEither(ioe)
-		assert.Equal(t, E.Right[error](42), result(context.Background())())
+		assert.Equal(t, E.Right[error](42), result(t.Context())())
 	})
 
 	t.Run("FromIOEither with error", func(t *testing.T) {
 		err := errors.New("test error")
 		ioe := IOE.Left[int](err)
 		result := FromIOEither(ioe)
-		assert.Equal(t, E.Left[int](err), result(context.Background())())
+		assert.Equal(t, E.Left[int](err), result(t.Context())())
 	})
 }
 
 func TestFromIOResult(t *testing.T) {
 	ioe := IOE.Of[error](42)
 	result := FromIOResult(ioe)
-	assert.Equal(t, E.Right[error](42), result(context.Background())())
+	assert.Equal(t, E.Right[error](42), result(t.Context())())
 }
 
 func TestFromIO(t *testing.T) {
 	io := IOG.Of(42)
 	result := FromIO(io)
-	assert.Equal(t, E.Right[error](42), result(context.Background())())
+	assert.Equal(t, E.Right[error](42), result(t.Context())())
 }
 
 func TestFromReader(t *testing.T) {
 	reader := R.Of[context.Context](42)
 	result := FromReader(reader)
-	assert.Equal(t, E.Right[error](42), result(context.Background())())
+	assert.Equal(t, E.Right[error](42), result(t.Context())())
 }
 
 func TestFromLazy(t *testing.T) {
 	lazy := func() int { return 42 }
 	result := FromLazy(lazy)
-	assert.Equal(t, E.Right[error](42), result(context.Background())())
+	assert.Equal(t, E.Right[error](42), result(t.Context())())
 }
 
 func TestNever(t *testing.T) {
 	t.Run("Never with cancelled context", func(t *testing.T) {
-		ctx, cancel := context.WithCancel(context.Background())
+		ctx, cancel := context.WithCancel(t.Context())
 		result := Never[int]()
 
 		// Cancel immediately
@@ -406,7 +406,7 @@ func TestNever(t *testing.T) {
 	})
 
 	t.Run("Never with timeout", func(t *testing.T) {
-		ctx, cancel := context.WithTimeout(context.Background(), 100*time.Millisecond)
+		ctx, cancel := context.WithTimeout(t.Context(), 100*time.Millisecond)
 		defer cancel()
 
 		result := Never[int]()
@@ -419,7 +419,7 @@ func TestMonadChainIOK(t *testing.T) {
 	result := MonadChainIOK(Of(5), func(x int) IOG.IO[int] {
 		return IOG.Of(x * 2)
 	})
-	assert.Equal(t, E.Right[error](10), result(context.Background())())
+	assert.Equal(t, E.Right[error](10), result(t.Context())())
 }
 
 func TestChainIOK(t *testing.T) {
@@ -427,14 +427,14 @@ func TestChainIOK(t *testing.T) {
 		return IOG.Of(x * 2)
 	})
 	result := chainer(Of(5))
-	assert.Equal(t, E.Right[error](10), result(context.Background())())
+	assert.Equal(t, E.Right[error](10), result(t.Context())())
 }
 
 func TestMonadChainFirstIOK(t *testing.T) {
 	result := MonadChainFirstIOK(Of(5), func(x int) IOG.IO[string] {
 		return IOG.Of("ignored")
 	})
-	assert.Equal(t, E.Right[error](5), result(context.Background())())
+	assert.Equal(t, E.Right[error](5), result(t.Context())())
 }
 
 func TestChainFirstIOK(t *testing.T) {
@@ -442,7 +442,7 @@ func TestChainFirstIOK(t *testing.T) {
 		return IOG.Of("ignored")
 	})
 	result := chainer(Of(5))
-	assert.Equal(t, E.Right[error](5), result(context.Background())())
+	assert.Equal(t, E.Right[error](5), result(t.Context())())
 }
 
 func TestChainIOEitherK(t *testing.T) {
@@ -451,7 +451,7 @@ func TestChainIOEitherK(t *testing.T) {
 			return IOE.Of[error](x * 2)
 		})
 		result := chainer(Of(5))
-		assert.Equal(t, E.Right[error](10), result(context.Background())())
+		assert.Equal(t, E.Right[error](10), result(t.Context())())
 	})
 
 	t.Run("ChainIOEitherK with error", func(t *testing.T) {
@@ -460,7 +460,7 @@ func TestChainIOEitherK(t *testing.T) {
 			return IOE.Left[int](err)
 		})
 		result := chainer(Of(5))
-		assert.Equal(t, E.Left[int](err), result(context.Background())())
+		assert.Equal(t, E.Left[int](err), result(t.Context())())
 	})
 }
 
@@ -469,7 +469,7 @@ func TestDelay(t *testing.T) {
 		start := time.Now()
 		delayed := Delay[int](100 * time.Millisecond)
 		result := delayed(Of(42))
-		res := result(context.Background())()
+		res := result(t.Context())()
 		elapsed := time.Since(start)
 
 		assert.True(t, E.IsRight(res))
@@ -477,7 +477,7 @@ func TestDelay(t *testing.T) {
 	})
 
 	t.Run("Delay with cancelled context", func(t *testing.T) {
-		ctx, cancel := context.WithCancel(context.Background())
+		ctx, cancel := context.WithCancel(t.Context())
 
 		delayed := Delay[int](100 * time.Millisecond)
 		result := delayed(Of(42))
@@ -500,11 +500,11 @@ func TestDefer(t *testing.T) {
 	})
 
 	// First execution
-	res1 := deferred(context.Background())()
+	res1 := deferred(t.Context())()
 	assert.True(t, E.IsRight(res1))
 
 	// Second execution should generate a new computation
-	res2 := deferred(context.Background())()
+	res2 := deferred(t.Context())()
 	assert.True(t, E.IsRight(res2))
 
 	// Counter should be incremented for each execution
@@ -518,7 +518,7 @@ func TestTryCatch(t *testing.T) {
 				return 42, nil
 			}
 		})
-		assert.Equal(t, E.Right[error](42), result(context.Background())())
+		assert.Equal(t, E.Right[error](42), result(t.Context())())
 	})
 
 	t.Run("TryCatch with error", func(t *testing.T) {
@@ -528,7 +528,7 @@ func TestTryCatch(t *testing.T) {
 				return 0, err
 			}
 		})
-		assert.Equal(t, E.Left[int](err), result(context.Background())())
+		assert.Equal(t, E.Left[int](err), result(t.Context())())
 	})
 }
 
@@ -537,7 +537,7 @@ func TestMonadAlt(t *testing.T) {
 		first := Of(42)
 		second := func() ReaderIOResult[int] { return Of(100) }
 		result := MonadAlt(first, second)
-		assert.Equal(t, E.Right[error](42), result(context.Background())())
+		assert.Equal(t, E.Right[error](42), result(t.Context())())
 	})
 
 	t.Run("Alt with first error", func(t *testing.T) {
@@ -545,7 +545,7 @@ func TestMonadAlt(t *testing.T) {
 		first := Left[int](err)
 		second := func() ReaderIOResult[int] { return Of(100) }
 		result := MonadAlt(first, second)
-		assert.Equal(t, E.Right[error](100), result(context.Background())())
+		assert.Equal(t, E.Right[error](100), result(t.Context())())
 	})
 }
 
@@ -553,7 +553,7 @@ func TestAlt(t *testing.T) {
 	err := errors.New("test error")
 	alternative := Alt(func() ReaderIOResult[int] { return Of(100) })
 	result := alternative(Left[int](err))
-	assert.Equal(t, E.Right[error](100), result(context.Background())())
+	assert.Equal(t, E.Right[error](100), result(t.Context())())
 }
 
 func TestMemoize(t *testing.T) {
@@ -564,13 +564,13 @@ func TestMemoize(t *testing.T) {
 	}))
 
 	// First execution
-	res1 := computation(context.Background())()
+	res1 := computation(t.Context())()
 	assert.True(t, E.IsRight(res1))
 	val1 := E.ToOption(res1)
 	assert.Equal(t, O.Of(1), val1)
 
 	// Second execution should return cached value
-	res2 := computation(context.Background())()
+	res2 := computation(t.Context())()
 	assert.True(t, E.IsRight(res2))
 	val2 := E.ToOption(res2)
 	assert.Equal(t, O.Of(1), val2)
@@ -582,19 +582,19 @@ func TestMemoize(t *testing.T) {
 func TestFlatten(t *testing.T) {
 	nested := Of(Of(42))
 	result := Flatten(nested)
-	assert.Equal(t, E.Right[error](42), result(context.Background())())
+	assert.Equal(t, E.Right[error](42), result(t.Context())())
 }
 
 func TestMonadFlap(t *testing.T) {
 	fab := Of(N.Mul(2))
 	result := MonadFlap(fab, 5)
-	assert.Equal(t, E.Right[error](10), result(context.Background())())
+	assert.Equal(t, E.Right[error](10), result(t.Context())())
 }
 
 func TestFlap(t *testing.T) {
 	flapper := Flap[int](5)
 	result := flapper(Of(N.Mul(2)))
-	assert.Equal(t, E.Right[error](10), result(context.Background())())
+	assert.Equal(t, E.Right[error](10), result(t.Context())())
 }
 
 func TestFold(t *testing.T) {
@@ -608,7 +608,7 @@ func TestFold(t *testing.T) {
 			},
 		)
 		result := folder(Of(42))
-		assert.Equal(t, E.Right[error]("success: 42"), result(context.Background())())
+		assert.Equal(t, E.Right[error]("success: 42"), result(t.Context())())
 	})
 
 	t.Run("Fold with error", func(t *testing.T) {
@@ -622,7 +622,7 @@ func TestFold(t *testing.T) {
 			},
 		)
 		result := folder(Left[int](err))
-		assert.Equal(t, E.Right[error]("error: test error"), result(context.Background())())
+		assert.Equal(t, E.Right[error]("error: test error"), result(t.Context())())
 	})
 }
 
@@ -634,7 +634,7 @@ func TestGetOrElse(t *testing.T) {
 			}
 		})
 		result := getter(Of(42))
-		assert.Equal(t, 42, result(context.Background())())
+		assert.Equal(t, 42, result(t.Context())())
 	})
 
 	t.Run("GetOrElse with error", func(t *testing.T) {
@@ -645,19 +645,19 @@ func TestGetOrElse(t *testing.T) {
 			}
 		})
 		result := getter(Left[int](err))
-		assert.Equal(t, 0, result(context.Background())())
+		assert.Equal(t, 0, result(t.Context())())
 	})
 }
 
 func TestWithContext(t *testing.T) {
 	t.Run("WithContext with valid context", func(t *testing.T) {
 		computation := WithContext(Of(42))
-		result := computation(context.Background())()
+		result := computation(t.Context())()
 		assert.Equal(t, E.Right[error](42), result)
 	})
 
 	t.Run("WithContext with cancelled context", func(t *testing.T) {
-		ctx, cancel := context.WithCancel(context.Background())
+		ctx, cancel := context.WithCancel(t.Context())
 		cancel()
 
 		computation := WithContext(Of(42))
@@ -672,7 +672,7 @@ func TestEitherize0(t *testing.T) {
 	}
 	eitherized := Eitherize0(f)
 	result := eitherized()
-	assert.Equal(t, E.Right[error](42), result(context.Background())())
+	assert.Equal(t, E.Right[error](42), result(t.Context())())
 }
 
 func TestUneitherize0(t *testing.T) {
@@ -680,7 +680,7 @@ func TestUneitherize0(t *testing.T) {
 		return Of(42)
 	}
 	uneitherized := Uneitherize0(f)
-	result, err := uneitherized(context.Background())
+	result, err := uneitherized(t.Context())
 	assert.NoError(t, err)
 	assert.Equal(t, 42, result)
 }
@@ -691,7 +691,7 @@ func TestEitherize1(t *testing.T) {
 	}
 	eitherized := Eitherize1(f)
 	result := eitherized(5)
-	assert.Equal(t, E.Right[error](10), result(context.Background())())
+	assert.Equal(t, E.Right[error](10), result(t.Context())())
 }
 
 func TestUneitherize1(t *testing.T) {
@@ -699,14 +699,14 @@ func TestUneitherize1(t *testing.T) {
 		return Of(x * 2)
 	}
 	uneitherized := Uneitherize1(f)
-	result, err := uneitherized(context.Background(), 5)
+	result, err := uneitherized(t.Context(), 5)
 	assert.NoError(t, err)
 	assert.Equal(t, 10, result)
 }
 
 func TestSequenceT2(t *testing.T) {
 	result := SequenceT2(Of(1), Of(2))
-	res := result(context.Background())()
+	res := result(t.Context())()
 	assert.True(t, E.IsRight(res))
 	tuple := E.ToOption(res)
 	assert.True(t, O.IsSome(tuple))
@@ -717,13 +717,13 @@ func TestSequenceT2(t *testing.T) {
 
 func TestSequenceSeqT2(t *testing.T) {
 	result := SequenceSeqT2(Of(1), Of(2))
-	res := result(context.Background())()
+	res := result(t.Context())()
 	assert.True(t, E.IsRight(res))
 }
 
 func TestSequenceParT2(t *testing.T) {
 	result := SequenceParT2(Of(1), Of(2))
-	res := result(context.Background())()
+	res := result(t.Context())()
 	assert.True(t, E.IsRight(res))
 }
 
@@ -734,7 +734,7 @@ func TestTraverseArray(t *testing.T) {
 			return Of(x * 2)
 		})
 		result := traverser(arr)
-		res := result(context.Background())()
+		res := result(t.Context())()
 		assert.True(t, E.IsRight(res))
 		arrOpt := E.ToOption(res)
 		assert.Equal(t, O.Of([]int{2, 4, 6}), arrOpt)
@@ -750,7 +750,7 @@ func TestTraverseArray(t *testing.T) {
 			return Of(x * 2)
 		})
 		result := traverser(arr)
-		res := result(context.Background())()
+		res := result(t.Context())()
 		assert.True(t, E.IsLeft(res))
 	})
 }
@@ -758,7 +758,7 @@ func TestTraverseArray(t *testing.T) {
 func TestSequenceArray(t *testing.T) {
 	arr := []ReaderIOResult[int]{Of(1), Of(2), Of(3)}
 	result := SequenceArray(arr)
-	res := result(context.Background())()
+	res := result(t.Context())()
 	assert.True(t, E.IsRight(res))
 	arrOpt := E.ToOption(res)
 	assert.Equal(t, O.Of([]int{1, 2, 3}), arrOpt)
@@ -769,7 +769,7 @@ func TestTraverseRecord(t *testing.T) {
 	result := TraverseRecord[string](func(x int) ReaderIOResult[int] {
 		return Of(x * 2)
 	})(rec)
-	res := result(context.Background())()
+	res := result(t.Context())()
 	assert.True(t, E.IsRight(res))
 	recOpt := E.ToOption(res)
 	assert.True(t, O.IsSome(recOpt))
@@ -784,7 +784,7 @@ func TestSequenceRecord(t *testing.T) {
 		"b": Of(2),
 	}
 	result := SequenceRecord(rec)
-	res := result(context.Background())()
+	res := result(t.Context())()
 	assert.True(t, E.IsRight(res))
 	recOpt := E.ToOption(res)
 	assert.True(t, O.IsSome(recOpt))
@@ -798,7 +798,7 @@ func TestAltSemigroup(t *testing.T) {
 	err := errors.New("test error")
 
 	result := sg.Concat(Left[int](err), Of(42))
-	res := result(context.Background())()
+	res := result(t.Context())()
 	assert.Equal(t, E.Right[error](42), res)
 }
 
@@ -810,7 +810,7 @@ func TestApplicativeMonoid(t *testing.T) {
 	))
 
 	result := intAddMonoid.Concat(Of(5), Of(10))
-	res := result(context.Background())()
+	res := result(t.Context())()
 	assert.Equal(t, E.Right[error](15), res)
 }
 
@@ -835,7 +835,7 @@ func TestBracket(t *testing.T) {
 		}
 
 		result := Bracket(acquire, use, release)
-		res := result(context.Background())()
+		res := result(t.Context())()
 
 		assert.True(t, acquired)
 		assert.True(t, released)
@@ -863,7 +863,7 @@ func TestBracket(t *testing.T) {
 		}
 
 		result := Bracket(acquire, use, release)
-		res := result(context.Background())()
+		res := result(t.Context())()
 
 		assert.True(t, acquired)
 		assert.True(t, released)

v2/context/readerioresult/reader_test.go

@@ -29,7 +29,7 @@ import (
 
 func TestInnerContextCancelSemantics(t *testing.T) {
 	// start with a simple context
-	outer := context.Background()
+	outer := t.Context()
 
 	parent, parentCancel := context.WithCancel(outer)
 	defer parentCancel()
@@ -49,7 +49,7 @@ func TestInnerContextCancelSemantics(t *testing.T) {
 
 func TestOuterContextCancelSemantics(t *testing.T) {
 	// start with a simple context
-	outer := context.Background()
+	outer := t.Context()
 
 	parent, outerCancel := context.WithCancel(outer)
 	defer outerCancel()
@@ -69,7 +69,7 @@ func TestOuterContextCancelSemantics(t *testing.T) {
 
 func TestOuterAndInnerContextCancelSemantics(t *testing.T) {
 	// start with a simple context
-	outer := context.Background()
+	outer := t.Context()
 
 	parent, outerCancel := context.WithCancel(outer)
 	defer outerCancel()
@@ -95,7 +95,7 @@ func TestOuterAndInnerContextCancelSemantics(t *testing.T) {
 
 func TestCancelCauseSemantics(t *testing.T) {
 	// start with a simple context
-	outer := context.Background()
+	outer := t.Context()
 
 	parent, outerCancel := context.WithCancelCause(outer)
 	defer outerCancel(nil)
@@ -119,7 +119,7 @@ func TestCancelCauseSemantics(t *testing.T) {
 func TestTimer(t *testing.T) {
 	delta := 3 * time.Second
 	timer := Timer(delta)
-	ctx := context.Background()
+	ctx := t.Context()
 
 	t0 := time.Now()
 	res := timer(ctx)()
@@ -146,7 +146,7 @@ func TestCanceledApply(t *testing.T) {
 		Ap[string](errValue),
 	)
 
-	res := applied(context.Background())()
+	res := applied(t.Context())()
 	assert.Equal(t, E.Left[string](err), res)
 }
 
@@ -159,7 +159,7 @@ func TestRegularApply(t *testing.T) {
 		Ap[string](value),
 	)
 
-	res := applied(context.Background())()
+	res := applied(t.Context())()
 	assert.Equal(t, E.Of[error]("CARSTEN"), res)
 }
 
@@ -187,7 +187,7 @@ func TestWithResourceNoErrors(t *testing.T) {
 
 	resRIOE := WithResource[int](acquire, release)(body)
 
-	res := resRIOE(context.Background())()
+	res := resRIOE(t.Context())()
 
 	assert.Equal(t, 1, countAcquire)
 	assert.Equal(t, 1, countBody)
@@ -217,7 +217,7 @@ func TestWithResourceErrorInBody(t *testing.T) {
 
 	resRIOE := WithResource[int](acquire, release)(body)
 
-	res := resRIOE(context.Background())()
+	res := resRIOE(t.Context())()
 
 	assert.Equal(t, 1, countAcquire)
 	assert.Equal(t, 0, countBody)
@@ -247,7 +247,7 @@ func TestWithResourceErrorInAcquire(t *testing.T) {
 
 	resRIOE := WithResource[int](acquire, release)(body)
 
-	res := resRIOE(context.Background())()
+	res := resRIOE(t.Context())()
 
 	assert.Equal(t, 0, countAcquire)
 	assert.Equal(t, 0, countBody)
@@ -277,7 +277,7 @@ func TestWithResourceErrorInRelease(t *testing.T) {
 
 	resRIOE := WithResource[int](acquire, release)(body)
 
-	res := resRIOE(context.Background())()
+	res := resRIOE(t.Context())()
 
 	assert.Equal(t, 1, countAcquire)
 	assert.Equal(t, 1, countBody)
@@ -286,7 +286,7 @@ func TestWithResourceErrorInRelease(t *testing.T) {
 }
 
 func TestMonadChainFirstLeft(t *testing.T) {
-	ctx := context.Background()
+	ctx := t.Context()
 
 	// Test with Left value - function returns Left, always preserves original error
 	t.Run("Left value with function returning Left preserves original error", func(t *testing.T) {
@@ -353,7 +353,7 @@ func TestMonadChainFirstLeft(t *testing.T) {
 }
 
 func TestChainFirstLeft(t *testing.T) {
-	ctx := context.Background()
+	ctx := t.Context()
 
 	// Test with Left value - function returns Left, always preserves original error
 	t.Run("Left value with function returning Left preserves error", func(t *testing.T) {

v2/context/readerioresult/rec.go

@@ -108,7 +108,7 @@ import (
 //	countdown := readerioresult.TailRec(countdownStep)
 //
 //	// With cancellation
-//	ctx, cancel := context.WithTimeout(context.Background(), 500*time.Millisecond)
+//	ctx, cancel := context.WithTimeout(t.Context(), 500*time.Millisecond)
 //	defer cancel()
 //	result := countdown(10)(ctx)() // Will be cancelled after ~500ms
 //
@@ -141,7 +141,7 @@ import (
 //	}
 //
 //	processFiles := readerioresult.TailRec(processStep)
-//	ctx, cancel := context.WithCancel(context.Background())
+//	ctx, cancel := context.WithCancel(t.Context())
 //
 //	// Can be cancelled at any point during processing
 //	go func() {
@@ -159,7 +159,7 @@ import (
 //
 //	// Safe for very large inputs with cancellation support
 //	largeCountdown := readerioresult.TailRec(countdownStep)
-//	ctx := context.Background()
+//	ctx := t.Context()
 //	result := largeCountdown(1000000)(ctx)() // Safe, no stack overflow
 //
 // # Performance Considerations

v2/context/readerioresult/rec_test.go

@@ -44,7 +44,7 @@ func TestTailRec_BasicRecursion(t *testing.T) {
 	}
 
 	countdown := TailRec(countdownStep)
-	result := countdown(5)(context.Background())()
+	result := countdown(5)(t.Context())()
 
 	assert.Equal(t, E.Of[error]("Done!"), result)
 }
@@ -71,7 +71,7 @@ func TestTailRec_FactorialRecursion(t *testing.T) {
 	}
 
 	factorial := TailRec(factorialStep)
-	result := factorial(FactorialState{n: 5, acc: 1})(context.Background())()
+	result := factorial(FactorialState{n: 5, acc: 1})(t.Context())()
 
 	assert.Equal(t, E.Of[error](120), result) // 5! = 120
 }
@@ -95,7 +95,7 @@ func TestTailRec_ErrorHandling(t *testing.T) {
 	}
 
 	errorRecursion := TailRec(errorStep)
-	result := errorRecursion(5)(context.Background())()
+	result := errorRecursion(5)(t.Context())()
 
 	assert.True(t, E.IsLeft(result))
 	err := E.ToError(result)
@@ -125,7 +125,7 @@ func TestTailRec_ContextCancellation(t *testing.T) {
 	slowRecursion := TailRec(slowStep)
 
 	// Create a context that will be cancelled after 100ms
-	ctx, cancel := context.WithTimeout(context.Background(), 100*time.Millisecond)
+	ctx, cancel := context.WithTimeout(t.Context(), 100*time.Millisecond)
 	defer cancel()
 
 	start := time.Now()
@@ -159,7 +159,7 @@ func TestTailRec_ImmediateCancellation(t *testing.T) {
 	countdown := TailRec(countdownStep)
 
 	// Create an already cancelled context
-	ctx, cancel := context.WithCancel(context.Background())
+	ctx, cancel := context.WithCancel(t.Context())
 	cancel()
 
 	result := countdown(5)(ctx)()
@@ -186,7 +186,7 @@ func TestTailRec_StackSafety(t *testing.T) {
 	}
 
 	countdown := TailRec(countdownStep)
-	result := countdown(largeN)(context.Background())()
+	result := countdown(largeN)(t.Context())()
 
 	assert.Equal(t, E.Of[error](0), result)
 }
@@ -217,7 +217,7 @@ func TestTailRec_StackSafetyWithCancellation(t *testing.T) {
 	countdown := TailRec(countdownStep)
 
 	// Cancel after 50ms to allow some iterations but not all
-	ctx, cancel := context.WithTimeout(context.Background(), 50*time.Millisecond)
+	ctx, cancel := context.WithTimeout(t.Context(), 50*time.Millisecond)
 	defer cancel()
 
 	result := countdown(largeN)(ctx)()
@@ -274,7 +274,7 @@ func TestTailRec_ComplexState(t *testing.T) {
 			errors:    []error{},
 		}
 
-		result := processItems(initialState)(context.Background())()
+		result := processItems(initialState)(t.Context())()
 
 		assert.Equal(t, E.Of[error]([]string{"item1", "item2", "item3"}), result)
 	})
@@ -286,7 +286,7 @@ func TestTailRec_ComplexState(t *testing.T) {
 			errors:    []error{},
 		}
 
-		result := processItems(initialState)(context.Background())()
+		result := processItems(initialState)(t.Context())()
 
 		assert.True(t, E.IsLeft(result))
 		err := E.ToError(result)
@@ -336,7 +336,7 @@ func TestTailRec_CancellationDuringProcessing(t *testing.T) {
 	}
 
 	// Cancel after 100ms (should allow ~5 files to be processed)
-	ctx, cancel := context.WithTimeout(context.Background(), 100*time.Millisecond)
+	ctx, cancel := context.WithTimeout(t.Context(), 100*time.Millisecond)
 	defer cancel()
 
 	start := time.Now()
@@ -366,7 +366,7 @@ func TestTailRec_ZeroIterations(t *testing.T) {
 	}
 
 	immediate := TailRec(immediateStep)
-	result := immediate(100)(context.Background())()
+	result := immediate(100)(t.Context())()
 
 	assert.Equal(t, E.Of[error]("immediate"), result)
 }
@@ -392,7 +392,7 @@ func TestTailRec_ContextWithDeadline(t *testing.T) {
 	slowRecursion := TailRec(slowStep)
 
 	// Set deadline 80ms from now
-	ctx, cancel := context.WithDeadline(context.Background(), time.Now().Add(80*time.Millisecond))
+	ctx, cancel := context.WithDeadline(t.Context(), time.Now().Add(80*time.Millisecond))
 	defer cancel()
 
 	result := slowRecursion(10)(ctx)()
@@ -427,7 +427,7 @@ func TestTailRec_ContextWithValue(t *testing.T) {
 	}
 
 	valueRecursion := TailRec(valueStep)
-	ctx := context.WithValue(context.Background(), testKey, "test-value")
+	ctx := context.WithValue(t.Context(), testKey, "test-value")
 	result := valueRecursion(3)(ctx)()
 
 	assert.Equal(t, E.Of[error]("Done!"), result)

v2/context/readerioresult/retry.go

@@ -107,7 +107,7 @@ import (
 //	retryingFetch := Retrying(policy, fetchData, shouldRetry)
 //
 //	// Execute with a cancellable context
-//	ctx, cancel := context.WithTimeout(context.Background(), 5*time.Second)
+//	ctx, cancel := context.WithTimeout(t.Context(), 5*time.Second)
 //	defer cancel()
 //	ioResult := retryingFetch(ctx)
 //	finalResult := ioResult()