Development

root-cause-analysis @aj-geddes

Conduct systematic root cause analysis to identify underlying problems. Use structured methodologies to prevent...

runbook-creation @aj-geddes

Create operational runbooks, playbooks, standard operating procedures (SOPs), and incident response guides. Use when...

security-documentation @aj-geddes

Create security policies, guidelines, compliance documentation, and security best practices. Use when documenting...

static-code-analysis @aj-geddes

Implement static code analysis with linters, formatters, and security scanners to catch bugs early. Use when...

Statistical Hypothesis Testing @aj-geddes

Conduct statistical tests including t-tests, chi-square, ANOVA, and p-value analysis for statistical significance,...

stress-testing @aj-geddes

Test system behavior under extreme load conditions to identify breaking points, capacity limits, and failure modes....

synthetic-monitoring @aj-geddes

Implement synthetic monitoring and automated testing to simulate user behavior and detect issues before users. Use...

technical-debt-assessment @aj-geddes

Assess, quantify, and prioritize technical debt using code analysis, metrics, and impact analysis. Use when planning...

test-data-generation @aj-geddes

Generate realistic, consistent test data using factories, fixtures, and fake data libraries. Use for test data,...

third-party-integration @aj-geddes

Integrate external APIs and services with error handling, retry logic, and data transformation. Use when connecting...

troubleshooting-guide @aj-geddes

Create comprehensive troubleshooting guides, FAQ documents, known issues lists, and debug guides. Use when...

unit-testing-framework @aj-geddes

Write comprehensive unit tests with high coverage using testing frameworks like Jest, pytest, JUnit, or RSpec. Use...

user-guide-creation @aj-geddes

Create comprehensive user guides, tutorials, how-to documentation, and step-by-step instructions with screenshots...

user-research-analysis @aj-geddes

Analyze user research data to uncover insights, identify patterns, and inform design decisions. Synthesize...

visual-regression-testing @aj-geddes

Detect unintended visual changes in UI by comparing screenshots across versions. Use for visual regression,...

web-performance-audit @aj-geddes

Conduct comprehensive web performance audits. Measure page speed, identify bottlenecks, and recommend optimizations...

web-performance-optimization @aj-geddes

Optimize web application performance using code splitting, lazy loading, caching, compression, and monitoring. Use...

wireframe-prototyping @aj-geddes

Create wireframes and interactive prototypes to visualize user interfaces and gather feedback early. Use tools and...

ux-writing @content-designer

Create user-centered, accessible interface copy (microcopy) for digital products including buttons, labels, error...

aposd-improving-code-clarity @ryanthedev

Enforce comments-first workflow for new code and improve naming/documentation for existing code. Use when writing...

aposd-maintaining-design-quality @ryanthedev

Enforce strategic programming discipline when modifying existing code. Guide through STOP-ASK-DECIDE-VERIFY workflow...

aposd-optimizing-critical-paths @ryanthedev

Optimize performance through mandatory measure-first workflow with 3 stages: MEASURE (gate) -> FUNDAMENTAL FIX ->...

aposd-reviewing-module-design @ryanthedev

Evaluate module design using APOSD principles with 40-item checklist. Detect complexity symptoms (change...

aposd-simplifying-complexity @ryanthedev

Simplify complex code through the Error Reduction Hierarchy: Define out > Mask > Aggregate > Crash. Use when code is...