axiom-ownership-conventions

charleswiltgen/axiom · updated Apr 8, 2026

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$npx skills add https://github.com/charleswiltgen/axiom --skill axiom-ownership-conventions
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summary

Explicit ownership modifiers for performance optimization and noncopyable type support.

skill.md

borrowing & consuming — Parameter Ownership

Explicit ownership modifiers for performance optimization and noncopyable type support.

When to Use

Use when:

  • Large value types being passed read-only (avoid copies)
  • Working with noncopyable types (~Copyable)
  • Reducing ARC retain/release traffic
  • Factory methods that consume builder objects
  • Performance-critical code where copies show in profiling

Don't use when:

  • Simple types (Int, Bool, small structs)
  • Compiler optimization is sufficient (most cases)
  • Readability matters more than micro-optimization
  • You're not certain about the performance impact

Quick Reference

Modifier Ownership Copies Use Case
(default) Compiler chooses Implicit Most cases
borrowing Caller keeps Explicit copy only Read-only, large types
consuming Caller transfers None needed Final use, factories
inout Caller keeps, mutable None Modify in place

Default Behavior by Context

Context Default Reason
Function parameters borrowing Most params are read-only
Initializer parameters consuming Usually stored in properties
Property setters consuming Value is stored
Method self borrowing Methods read self

Patterns

Pattern 1: Read-Only Large Struct

struct LargeBuffer {
    var data: [UInt8]  // Could be megabytes
}

// ❌ Default may copy
func process(_ buffer: LargeBuffer) -> Int {
    buffer.data.count
}

// ✅ Explicit borrow — no copy
func process(_ buffer: borrowing LargeBuffer) -> Int {
    buffer.data.count
}

Pattern 2: Consuming Factory

struct Builder {
    var config: Configuration

    // Consumes self — builder invalid after call
    consuming func build() -> Product {
        Product(config: config)
    }
}

let builder = Builder(config: .default)
let product = builder.build()
// builder is now invalid — compiler error if used

Pattern 3: Explicit Copy in Borrowing

With borrowing, copies must be explicit:

func store(_ value: borrowing LargeValue) {
    // ❌ Error: Cannot implicitly copy borrowing parameter
    self.cached = value

    // ✅ Explicit copy
    self.cached = copy value
}

Pattern 4: Consume Operator

Transfer ownership explicitly:

let data = loadLargeData()
process(consume data)
// data is now invalid — compiler prevents use

Pattern 5: Noncopyable Type

For ~Copyable types, ownership modifiers are required:

struct FileHandle: ~Copyable {
    private let fd: Int32

    init(path: String) throws {
        fd = open(path, O_RDONLY)
        guard fd >= 0 else { throw POSIXError.errno }
    }

    borrowing func read(count: Int) -> Data {
        // Read without consuming handle
        var buffer = [UInt8](repeating: 0, count: count)
        _ = Darwin.read(fd, &buffer, count)
        return Data(buffer)
    }

    consuming func close() {
        Darwin.close(fd)
        // Handle consumed — can't use after close()
    }

    deinit {
        Darwin.close(fd)
    }
}

// Usage
let file = try FileHandle(path: "/tmp/data.txt")
let data = file.read(count: 1024)  // borrowing
file.close()  // consuming — file invalidated

Pattern 6: Reducing ARC Traffic

class ExpensiveObject { /* ... */ }

// ❌ Default: May retain/release
func inspect(_ obj: ExpensiveObject) -> String {
    obj.description
}

// ✅ Borrowing: No ARC traffic
func inspect(_ obj: borrowing ExpensiveObject) -> String {
    obj.description
}

Pattern 7: Consuming Method on Self

struct Transaction {
    var amount: Decimal
    var recipient: String

    // After commit, transaction is consumed
    consuming func commit() async throws {
        try await sendToServer(self)
        // self consumed — can't modify or reuse
    }
}

Common Mistakes

Mistake 1: Over-Optimizing Small Types

// ❌ Unnecessary — Int is trivially copyable
func add(_ a: borrowing Int, _ b: borrowing Int) -> Int {
    a + b
}

// ✅ Let compiler optimize
func add(_ a: Int, _ b: Int) -> Int {
    a + b
}

Mistake 2: Forgetting Explicit Copy

func cache(_ value: borrowing LargeValue) {
    // ❌ Compile error
    self.values.append(value)

    // ✅ Explicit copy required
    self.values.append(copy value)
}

Mistake 3: Consuming When Borrowing Suffices

// ❌ Consumes unnecessarily — caller loses access
func validate(_ data: consuming Data) -> Bool {
    data.count > 0
}

// ✅ Borrow for read-only
func validate(_ data: borrowing Data) -> Bool {
    data.count > 0
}

~Copyable Limitations

Know the constraints before adopting ~Copyable:

Limitation Impact Workaround
Can't store in Array, Dictionary, Set Collections require Copyable Use Optional<T> wrapper or manage manually
Can't use with most generics <T> implicitly means <T: Copyable> Use <T: ~Copyable> (requires library support)
Protocol conformance restricted Most protocols require Copyable Use
how to use axiom-ownership-conventions

How to use axiom-ownership-conventions on Cursor

AI-first code editor with Composer

1

Prerequisites

Before installing skills in Cursor, ensure your development environment meets these requirements:

  • Cursor installed and configured on your development machine
  • Node.js version 16.0+ with npm package manager (verify with node --version)
  • Active project directory or workspace where you want to add axiom-ownership-conventions
2

Execute installation command

Execute the skills CLI command in your project's root directory to begin installation:

$npx skills add https://github.com/charleswiltgen/axiom --skill axiom-ownership-conventions

The skills CLI fetches axiom-ownership-conventions from GitHub repository charleswiltgen/axiom and configures it for Cursor.

3

Select Cursor when prompted

The CLI will show a list of available agents. Use arrow keys to navigate and space to select Cursor:

◆ Which agents do you want to install to?
│ ── Universal (.agents/skills) ── always included ────
│ • Amp
│ • Antigravity
│ • Cline
│ • Codex
│ ●Cursor(selected)
│ • Cursor
│ • Windsurf
4

Verify installation

Confirm successful installation by checking the skill directory location:

.cursor/skills/axiom-ownership-conventions

Reload or restart Cursor to activate axiom-ownership-conventions. Access the skill through slash commands (e.g., /axiom-ownership-conventions) or your agent's skill management interface.

Security & Verification Notice

We perform automated surface-level scans (Gen AI Scanner, Socket, Snyk) during installation. These checks detect common vulnerabilities but do not guarantee complete security. Always review skill source code and verify the publisher's reputation before production use.

Skills execute code in your development environment. Always verify the publisher's identity, review recent commits, and test in isolated environments before production deployment.

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Use Cases

User Story & Requirements Generation

Create detailed user stories, acceptance criteria, and feature specs

Example

Generate user stories for 'password reset feature' with acceptance criteria, edge cases, and test scenarios

Reduce spec writing time by 50%, ensure comprehensive coverage

Competitive Analysis

Research competitors, compare features, identify gaps

Example

Analyze 5 competitor products, create feature comparison matrix, suggest differentiation opportunities

Complete competitive research in 2 hours instead of 2 days

Roadmap Prioritization

Evaluate features using frameworks (RICE, ICE, Kano) and create prioritized backlogs

Example

Score 20 feature ideas using RICE framework, generate prioritized roadmap with rationale

Make data-driven prioritization decisions faster

Stakeholder Communication

Draft PRDs, status updates, and stakeholder presentations

Example

Create executive summary of Q3 roadmap, monthly progress report, feature launch announcement

Save 3-5 hours/week on communication overhead

Implementation Guide

Prerequisites

  • Claude Desktop or compatible AI client
  • Access to product documentation and roadmap tools (Jira, Notion, etc.)
  • Understanding of product management frameworks (RICE, Jobs-to-be-Done, etc.)
  • Stakeholder contact information and communication channels

Time Estimate

30-60 minutes to see productivity improvements

Installation Steps

  1. 1.Install product management skill
  2. 2.Start with user story generation for known feature
  3. 3.Progress to competitive analysis: research 2-3 competitors
  4. 4.Use for roadmap prioritization: apply RICE/ICE scoring
  5. 5.Draft stakeholder communications and refine based on feedback
  6. 6.Build template library for recurring PM tasks
  7. 7.Share effective prompts with product team

Common Pitfalls

  • Not validating competitive research—verify facts before sharing
  • Accepting user stories without involving engineering team
  • Over-relying on frameworks without qualitative judgment
  • Not customizing outputs to company culture and communication style
  • Skipping stakeholder validation of generated requirements

Best Practices

✓ Do

  • +Validate research and competitive analysis with real data
  • +Collaborate with engineering when generating technical requirements
  • +Customize frameworks and templates to your company context
  • +Use skill for first drafts, refine with stakeholder input
  • +Document successful prompt patterns for PM tasks
  • +Combine AI efficiency with human judgment and intuition

✗ Don't

  • Don't publish competitive analysis without fact-checking
  • Don't finalize user stories without engineering review
  • Don't make prioritization decisions solely on AI scoring
  • Don't skip customer validation of generated requirements
  • Don't ignore company-specific context and culture

💡 Pro Tips

  • Provide context: company goals, constraints, customer feedback
  • Ask for alternatives: 'Show 3 ways to prioritize this roadmap'
  • Request stakeholder-specific formatting: 'Executive summary vs. engineering spec'
  • Use skill for 70% generation + 30% customization to company needs

When to Use This

✓ Use When

Use for user story writing, competitive research, roadmap prioritization, stakeholder communication, and PRD drafting. Best for reducing repetitive documentation and research work.

✗ Avoid When

Avoid for strategic product vision (requires deep customer empathy), pricing decisions (needs market and financial expertise), or when face-to-face customer discovery is more valuable than speed.

Learning Path

  1. 1Basic: user stories, feature specs, status updates
  2. 2Intermediate: competitive analysis, prioritization frameworks, PRDs
  3. 3Advanced: product strategy, go-to-market planning, OKR setting
  4. 4Expert: product vision, market positioning, business model innovation

Discussion

Product Hunt–style comments (not star reviews)
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general reviews

Ratings

4.531 reviews
  • Ren Rahman· Dec 20, 2024

    axiom-ownership-conventions has been reliable in day-to-day use. Documentation quality is above average for community skills.

  • Anaya Chen· Dec 4, 2024

    Useful defaults in axiom-ownership-conventions — fewer surprises than typical one-off scripts, and it plays nicely with `npx skills` flows.

  • Alexander Park· Nov 23, 2024

    We added axiom-ownership-conventions from the explainx registry; install was straightforward and the SKILL.md answered most questions upfront.

  • Rahul Santra· Nov 15, 2024

    Keeps context tight: axiom-ownership-conventions is the kind of skill you can hand to a new teammate without a long onboarding doc.

  • Aanya Gupta· Nov 11, 2024

    Solid pick for teams standardizing on skills: axiom-ownership-conventions is focused, and the summary matches what you get after install.

  • Anaya Sanchez· Oct 14, 2024

    axiom-ownership-conventions reduced setup friction for our internal harness; good balance of opinion and flexibility.

  • Pratham Ware· Oct 6, 2024

    I recommend axiom-ownership-conventions for anyone iterating fast on agent tooling; clear intent and a small, reviewable surface area.

  • Layla Ghosh· Oct 6, 2024

    Useful defaults in axiom-ownership-conventions — fewer surprises than typical one-off scripts, and it plays nicely with `npx skills` flows.

  • Ren Martinez· Oct 2, 2024

    axiom-ownership-conventions is among the better-maintained entries we tried; worth keeping pinned for repeat workflows.

  • Benjamin Martinez· Sep 25, 2024

    I recommend axiom-ownership-conventions for anyone iterating fast on agent tooling; clear intent and a small, reviewable surface area.

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