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    About

    Verify technical accuracy of JavaScript concept pages by checking code examples, MDN/ECMAScript compliance, and external resources to prevent misinformation

    SKILL.md

    Skill: JavaScript Fact Checker

    Use this skill to verify the technical accuracy of concept documentation pages for the 33 JavaScript Concepts project. This ensures we're not spreading misinformation about JavaScript.

    When to Use

    • Before publishing a new concept page
    • After significant edits to existing content
    • When reviewing community contributions
    • When updating pages with new JavaScript features
    • Periodic accuracy audits of existing content

    What We're Protecting Against

    • Incorrect JavaScript behavior claims
    • Outdated information (pre-ES6 patterns presented as current)
    • Code examples that don't produce stated outputs
    • Broken or misleading external resource links
    • Common misconceptions stated as fact
    • Browser-specific behavior presented as universal
    • Inaccurate API descriptions

    Fact-Checking Methodology

    Follow these five phases in order for a complete fact check.

    Phase 1: Code Example Verification

    Every code example in the concept page must be verified for accuracy.

    Step-by-Step Process

    1. Identify all code blocks in the document

    2. For each code block:

      • Read the code and any output comments (e.g., // "string")
      • Mentally execute the code or test in a JavaScript environment
      • Verify the output matches what's stated in comments
      • Check that variable names and logic are correct
    3. For "wrong" examples (marked with ❌):

      • Verify they actually produce the wrong/unexpected behavior
      • Confirm the explanation of why it's wrong is accurate
    4. For "correct" examples (marked with ✓):

      • Verify they work as stated
      • Confirm they follow current best practices
    5. Run project tests:

      # Run all tests
      npm test
      
      # Run tests for a specific concept
      npm test -- tests/fundamentals/call-stack/
      npm test -- tests/fundamentals/primitive-types/
      
    6. Check test coverage:

      • Look in /tests/{category}/{concept-name}/
      • Verify tests exist for major code examples
      • Flag examples without test coverage

    Code Verification Checklist

    Check How to Verify
    console.log outputs match comments Run code or trace mentally
    Variables are correctly named/used Read through logic
    Functions return expected values Trace execution
    Async code resolves in stated order Understand event loop
    Error examples actually throw Test in try/catch
    Array/object methods return correct types Check MDN
    typeof results are accurate Test common cases
    Strict mode behavior noted if relevant Check if example depends on it

    Common Output Mistakes to Catch

    // Watch for these common mistakes:
    
    // 1. typeof null
    typeof null        // "object" (not "null"!)
    
    // 2. Array methods that return new arrays vs mutate
    const arr = [1, 2, 3]
    arr.push(4)        // Returns 4 (length), not the array!
    arr.map(x => x*2)  // Returns NEW array, doesn't mutate
    
    // 3. Promise resolution order
    Promise.resolve().then(() => console.log('micro'))
    setTimeout(() => console.log('macro'), 0)
    console.log('sync')
    // Output: sync, micro, macro (NOT sync, macro, micro)
    
    // 4. Comparison results
    [] == false        // true
    [] === false       // false
    ![]                // false (empty array is truthy!)
    
    // 5. this binding
    const obj = {
      name: 'Alice',
      greet: () => console.log(this.name)  // undefined! Arrow has no this
    }
    

    Phase 2: MDN Documentation Verification

    All claims about JavaScript APIs, methods, and behavior should align with MDN documentation.

    Step-by-Step Process

    1. Check all MDN links:

      • Click each MDN link in the document
      • Verify the link returns 200 (not 404)
      • Confirm the linked page matches what's being referenced
    2. Verify API descriptions:

      • Compare method signatures with MDN
      • Check parameter names and types
      • Verify return types
      • Confirm edge case behavior
    3. Check for deprecated APIs:

      • Look for deprecation warnings on MDN
      • Flag any deprecated methods being taught as current
    4. Verify browser compatibility claims:

      • Cross-reference with MDN compatibility tables
      • Check Can I Use for broader support data

    MDN Link Patterns

    Content Type MDN URL Pattern
    Web APIs https://developer.mozilla.org/en-US/docs/Web/API/{APIName}
    Global Objects https://developer.mozilla.org/en-US/docs/Web/JavaScript/Reference/Global_Objects/{Object}
    Statements https://developer.mozilla.org/en-US/docs/Web/JavaScript/Reference/Statements/{Statement}
    Operators https://developer.mozilla.org/en-US/docs/Web/JavaScript/Reference/Operators/{Operator}
    HTTP https://developer.mozilla.org/en-US/docs/Web/HTTP

    What to Verify Against MDN

    Claim Type What to Check
    Method signature Parameters, optional params, return type
    Return value Exact type and possible values
    Side effects Does it mutate? What does it affect?
    Exceptions What errors can it throw?
    Browser support Compatibility tables
    Deprecation status Any deprecation warnings?

    Phase 3: ECMAScript Specification Compliance

    For nuanced JavaScript behavior, verify against the ECMAScript specification.

    When to Check the Spec

    • Edge cases and unusual behavior
    • Claims about "how JavaScript works internally"
    • Type coercion rules
    • Operator precedence
    • Execution order guarantees
    • Claims using words like "always", "never", "guaranteed"

    How to Navigate the Spec

    The ECMAScript specification is at: https://tc39.es/ecma262/

    Concept Spec Section
    Type coercion Abstract Operations (7.1)
    Equality Abstract Equality Comparison (7.2.14), Strict Equality (7.2.15)
    typeof The typeof Operator (13.5.3)
    Objects Ordinary and Exotic Objects' Behaviours (10)
    Functions ECMAScript Function Objects (10.2)
    this binding ResolveThisBinding (9.4.4)
    Promises Promise Objects (27.2)
    Iteration Iteration (27.1)

    Spec Verification Examples

    // Claim: "typeof null returns 'object' due to a bug"
    // Spec says: typeof null → "object" (Table 41)
    // Historical context: This is a known quirk from JS 1.0
    // Verdict: ✓ Correct, though calling it a "bug" is slightly informal
    
    // Claim: "Promises always resolve asynchronously"
    // Spec says: Promise reaction jobs are enqueued (27.2.1.3.2)
    // Verdict: ✓ Correct - even resolved promises schedule microtasks
    
    // Claim: "=== is faster than =="
    // Spec says: Nothing about performance
    // Verdict: ⚠️ Needs nuance - this is implementation-dependent
    

    Phase 4: External Resource Verification

    All external links (articles, videos, courses) must be verified.

    Step-by-Step Process

    1. Check link accessibility:

      • Click each external link
      • Verify it loads (not 404, not paywalled)
      • Note any redirects to different URLs
    2. Verify content accuracy:

      • Skim the resource for obvious errors
      • Check it's JavaScript-focused (not C#, Python, Java)
      • Verify it's not teaching anti-patterns
    3. Check publication date:

      • For time-sensitive topics (async, modules, etc.), prefer recent content
      • Flag resources from before 2015 for ES6+ topics
    4. Verify description accuracy:

      • Does our description match what the resource actually covers?
      • Is the description specific (not generic)?

    External Resource Checklist

    Check Pass Criteria
    Link works Returns 200, content loads
    Not paywalled Free to access (or clearly marked)
    JavaScript-focused Not primarily about other languages
    Not outdated Post-2015 for modern JS topics
    Accurate description Our description matches actual content
    No anti-patterns Doesn't teach bad practices
    Reputable source From known/trusted creators

    Red Flags in External Resources

    • Uses var everywhere for ES6+ topics
    • Uses callbacks for content about Promises/async
    • Teaches jQuery as modern DOM manipulation
    • Contains factual errors about JavaScript
    • Video is >2 hours without timestamp links
    • Content is primarily about another language
    • Uses deprecated APIs without noting deprecation

    Phase 5: Technical Claims Audit

    Review all prose claims about JavaScript behavior.

    Claims That Need Verification

    Claim Type How to Verify
    Performance claims Need benchmarks or caveats
    Browser behavior Specify which browsers, check MDN
    Historical claims Verify dates/versions
    "Always" or "never" statements Check for exceptions
    Comparisons (X vs Y) Verify both sides accurately

    Red Flags in Technical Claims

    • "Always" or "never" without exceptions noted
    • Performance claims without benchmarks
    • Browser behavior claims without specifying browsers
    • Comparisons that oversimplify differences
    • Historical claims without dates
    • Claims about "how JavaScript works" without spec reference

    Examples of Claims to Verify

    ❌ "async/await is always better than Promises"
    → Verify: Not always - Promise.all() is better for parallel operations
    
    ❌ "JavaScript is an interpreted language"
    → Verify: Modern JS engines use JIT compilation
    
    ❌ "Objects are passed by reference"
    → Verify: Technically "passed by sharing" - the reference is passed by value
    
    ❌ "=== is faster than =="
    → Verify: Implementation-dependent, not guaranteed by spec
    
    ✓ "JavaScript is single-threaded"
    → Verify: Correct for the main thread (Web Workers are separate)
    
    ✓ "Promises always resolve asynchronously"
    → Verify: Correct per ECMAScript spec
    

    Common JavaScript Misconceptions

    Watch for these misconceptions being stated as fact.

    Type System Misconceptions

    Misconception Reality How to Verify
    typeof null === "object" is intentional It's a bug from JS 1.0 that can't be fixed for compatibility Historical context, TC39 discussions
    JavaScript has no types JS is dynamically typed, not untyped ECMAScript spec defines types
    == is always wrong == null checks both null and undefined, has valid uses Many style guides allow this pattern
    NaN === NaN is false "by mistake" It's intentional per IEEE 754 floating point spec IEEE 754 standard

    Function Misconceptions

    Misconception Reality How to Verify
    Arrow functions are just shorter syntax They have no this, arguments, super, or new.target MDN, ECMAScript spec
    var is hoisted to function scope with its value Only declaration is hoisted, not initialization Code test, MDN
    Closures are a special opt-in feature All functions in JS are closures ECMAScript spec
    IIFEs are obsolete Still useful for one-time initialization Modern codebases still use them

    Async Misconceptions

    Misconception Reality How to Verify
    Promises run in parallel JS is single-threaded; Promises are async, not parallel Event loop explanation
    async/await is different from Promises It's syntactic sugar over Promises MDN, can await any thenable
    setTimeout(fn, 0) runs immediately Runs after current execution + microtasks Event loop, code test
    await pauses the entire program Only pauses the async function, not the event loop Code test

    Object Misconceptions

    Misconception Reality How to Verify
    Objects are "passed by reference" References are passed by value ("pass by sharing") Reassignment test
    const makes objects immutable const prevents reassignment, not mutation Code test
    Everything in JavaScript is an object Primitives are not objects (though they have wrappers) typeof tests, MDN
    Object.freeze() creates deep immutability It's shallow - nested objects can still be mutated Code test

    Performance Misconceptions

    Misconception Reality How to Verify
    === is always faster than == Implementation-dependent, not spec-guaranteed Benchmarks vary
    for loops are faster than forEach Modern engines optimize both; depends on use case Benchmark
    Arrow functions are faster No performance difference, just different behavior Benchmark
    Avoiding DOM manipulation is always faster Sometimes batch mutations are slower than individual Depends on browser, use case

    Test Integration

    Running the project's test suite is a key part of fact-checking.

    Test Commands

    # Run all tests
    npm test
    
    # Run tests in watch mode
    npm run test:watch
    
    # Run tests with coverage
    npm run test:coverage
    
    # Run tests for specific concept
    npm test -- tests/fundamentals/call-stack/
    npm test -- tests/fundamentals/primitive-types/
    npm test -- tests/fundamentals/value-reference-types/
    npm test -- tests/fundamentals/type-coercion/
    npm test -- tests/fundamentals/equality-operators/
    npm test -- tests/fundamentals/scope-and-closures/
    

    Test Directory Structure

    tests/
    ├── fundamentals/              # Concepts 1-6
    │   ├── call-stack/
    │   ├── primitive-types/
    │   ├── value-reference-types/
    │   ├── type-coercion/
    │   ├── equality-operators/
    │   └── scope-and-closures/
    ├── functions-execution/       # Concepts 7-8
    │   ├── event-loop/
    │   └── iife-modules/
    └── web-platform/              # Concepts 9-10
        ├── dom/
        └── http-fetch/
    

    When Tests Are Missing

    If a concept doesn't have tests:

    1. Flag this in the report as "needs test coverage"
    2. Manually verify code examples are correct
    3. Consider adding tests as a follow-up task

    Verification Resources

    Primary Sources

    Resource URL Use For
    MDN Web Docs https://developer.mozilla.org API docs, guides, compatibility
    ECMAScript Spec https://tc39.es/ecma262 Authoritative behavior
    TC39 Proposals https://github.com/tc39/proposals New features, stages
    Can I Use https://caniuse.com Browser compatibility
    Node.js Docs https://nodejs.org/docs Node-specific APIs
    V8 Blog https://v8.dev/blog Engine internals

    Project Resources

    Resource Path Use For
    Test Suite /tests/ Verify code examples
    Concept Pages /docs/concepts/ Current content
    Run Tests npm test Execute all tests

    Fact Check Report Template

    Use this template to document your findings.

    # Fact Check Report: [Concept Name]
    
    **File:** `/docs/concepts/[slug].mdx`
    **Date:** YYYY-MM-DD
    **Reviewer:** [Name/Claude]
    **Overall Status:** ✅ Verified | ⚠️ Minor Issues | ❌ Major Issues
    
    ---
    
    ## Executive Summary
    
    [2-3 sentence summary of findings. State whether the page is accurate overall and highlight any critical issues.]
    
    **Tests Run:** Yes/No
    **Test Results:** X passing, Y failing
    **External Links Checked:** X/Y valid
    
    ---
    
    ## Phase 1: Code Example Verification
    
    | # | Description | Line | Status | Notes |
    |---|-------------|------|--------|-------|
    | 1 | [Brief description] | XX | ✅/⚠️/❌ | [Notes] |
    | 2 | [Brief description] | XX | ✅/⚠️/❌ | [Notes] |
    | 3 | [Brief description] | XX | ✅/⚠️/❌ | [Notes] |
    
    ### Code Issues Found
    
    #### Issue 1: [Title]
    
    **Location:** Line XX
    **Severity:** Critical/Major/Minor
    **Current Code:**
    ```javascript
    // The problematic code
    

    Problem: [Explanation of what's wrong] Correct Code:

    // The corrected code
    

    Phase 2: MDN/Specification Verification

    Claim Location Source Status Notes
    [Claim made] Line XX MDN/Spec ✅/⚠️/❌ [Notes]

    MDN Link Status

    Link Text URL Status
    [Text] [URL] ✅ 200 / ❌ 404

    Specification Discrepancies

    [If any claims don't match the ECMAScript spec, detail them here]


    Phase 3: External Resource Verification

    Resource Type Link Content Notes
    [Title] Article/Video ✅/❌ ✅/⚠️/❌ [Notes]

    Broken Links

    1. Line XX: [URL] - 404 Not Found
    2. Line YY: [URL] - Domain expired

    Content Concerns

    1. [Resource name]: [Concern - e.g., outdated, wrong language, anti-patterns]

    Description Accuracy

    Resource Description Accurate? Notes
    [Title] ✅/❌ [Notes]

    Phase 4: Technical Claims Audit

    Claim Location Verdict Notes
    "[Claim]" Line XX ✅/⚠️/❌ [Notes]

    Claims Needing Revision

    1. Line XX: "[Current claim]"
      • Issue: [What's wrong]
      • Suggested: "[Revised claim]"

    Phase 5: Test Results

    Test File: /tests/[category]/[concept]/[concept].test.js Tests Run: XX Passing: XX Failing: XX

    Failing Tests

    Test Name Expected Actual Related Doc Line
    [Test] [Expected] [Actual] Line XX

    Coverage Gaps

    Examples in documentation without corresponding tests:

    • Line XX: [Description of untested example]
    • Line YY: [Description of untested example]

    Issues Summary

    Critical (Must Fix Before Publishing)

    1. [Issue title]
      • Location: Line XX
      • Problem: [Description]
      • Fix: [How to fix]

    Major (Should Fix)

    1. [Issue title]
      • Location: Line XX
      • Problem: [Description]
      • Fix: [How to fix]

    Minor (Nice to Have)

    1. [Issue title]
      • Location: Line XX
      • Suggestion: [Improvement]

    Recommendations

    1. [Priority 1]: [Specific actionable recommendation]
    2. [Priority 2]: [Specific actionable recommendation]
    3. [Priority 3]: [Specific actionable recommendation]

    Verification Checklist

    • All code examples verified for correct output
    • All MDN links checked and valid
    • API descriptions match MDN documentation
    • ECMAScript compliance verified (if applicable)
    • All external resource links accessible
    • Resource descriptions accurately represent content
    • No common JavaScript misconceptions found
    • Technical claims are accurate and nuanced
    • Project tests run and reviewed
    • Report complete and ready for handoff

    Sign-off

    Verified by: [Name/Claude] Date: YYYY-MM-DD Recommendation: ✅ Ready to publish | ⚠️ Fix issues first | ❌ Major revision needed

    
    ---
    
    ## Quick Reference: Verification Commands
    
    ```bash
    # Run all tests
    npm test
    
    # Run specific concept tests
    npm test -- tests/fundamentals/call-stack/
    
    # Check for broken links (if you have a link checker)
    # Install: npm install -g broken-link-checker
    # Run: blc https://developer.mozilla.org/... -ro
    
    # Quick JavaScript REPL for testing
    node
    > typeof null
    'object'
    > [1,2,3].map(x => x * 2)
    [ 2, 4, 6 ]
    

    Summary

    When fact-checking a concept page:

    1. Run tests first — npm test catches code errors automatically
    2. Verify every code example — Output comments must match reality
    3. Check all MDN links — Broken links and incorrect descriptions hurt credibility
    4. Verify external resources — Must be accessible, accurate, and JavaScript-focused
    5. Audit technical claims — Watch for misconceptions and unsupported statements
    6. Document everything — Use the report template for consistent, thorough reviews

    Remember: Our readers trust us to teach them correct JavaScript. A single piece of misinformation can create confusion that takes years to unlearn. Take fact-checking seriously.

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