القائمة
Adversarial implementation review based on Block's g3 dialectical autocoding research. Use when validating implementation completeness against requirements with fresh objectivity.
التثبيت باستخدام Codex أو Claude انسخ هذا Prompt والصقه في Codex أو Claude أو مساعد آخر ليراجع صفحة Skill ويثبّتها لك.
استنادا إلى تصنيف SOC المهني
Create, validate, and publish Agent Skills following the official open standard from agentskills.io. Use when (1) creating new skills for AI agents, (2) validating skill structure and metadata, (3) understanding the Agent Skills specification, (4) converting existing documentation into portable skills, or (5) ensuring cross-platform compatibility with Claude Code, Cursor, GitHub Copilot, and other tools.
Write compelling UX copy, marketing content, and product messaging. Use when writing button labels, error messages, landing pages, emails, CTAs, empty states, tooltips, or any user-facing text.
Compress verbose SKILL.md files using Chain-of-Density with skill-aware formatting. Use when a skill exceeds 200 lines or needs terse refactoring.
Iteratively densify text summaries using Chain-of-Density technique. Use when compressing verbose documentation, condensing requirements, or creating executive summaries while preserving information density.
Deploy production LangGraph agents on AWS Bedrock AgentCore. Use for (1) multi-agent systems with orchestrator and specialist agent patterns, (2) building stateful agents with persistent cross-session memory, (3) connecting external tools via AgentCore Gateway (MCP, Lambda, APIs), (4) managing shared context across distributed agents, or (5) deploying complex agent ecosystems via CLI with production observability and scaling.
Use when generating BAML code for type-safe LLM extraction, classification, RAG, or agent workflows - creates complete .baml files with types, functions, clients, tests, and framework integrations from natural language requirements. Queries official BoundaryML repositories via MCP for real-time patterns. Supports multimodal inputs (images, audio), Python/TypeScript/Ruby/Go, 10+ frameworks, 50-70% token optimization, 95%+ compilation success.
| name | adversarial-coach |
| description | Adversarial implementation review based on Block's g3 dialectical autocoding research. Use when validating implementation completeness against requirements with fresh objectivity. |
/coach [requirements-file]
/coach - Infer requirements from context/coach requirements.md - Validate against specific fileYou orchestrate this dialectical loop between implementing agent (player) and reviewer (coach):
/coach invokes adversarial review with independent evaluation of compliance to requirementsIMPLEMENTATION_APPROVED or specific fixesCheck (in order):
requirements.md, REQUIREMENTS.md, SPEC.md, TODO.mdReview with fresh objectivity - discard prior knowledge, don't rationalize shortcuts.
| Check Category | Items |
|---|---|
| Requirements | Each item: implemented or missing with specific gap |
| Compilation | Compiles? Tests pass? Runs? |
| Common Gaps | Auth on endpoints, token refresh endpoint, HTTPS, bcrypt for passwords, error handling, input validation |
| Functional | Test actual flows (not just compilation), verify edge cases work |
| Test Coverage | Auth error cases (401/403), token expiry, invalid inputs, rate limits |
If approved (>95% complete):
IMPLEMENTATION_APPROVED
- [Requirement 1]: Verified
- [Requirement 2]: Verified
- Compilation: Success
- Tests: All passing
If fixes needed:
REQUIREMENTS COMPLIANCE:
- [Requirement]: Implemented
- [Requirement]: Missing - [specific gap]
IMMEDIATE ACTIONS NEEDED:
1. [Specific fix with file/line if known]
2. [Specific fix]
Rigorous but fair:
Concise:
Fresh context is your superpower:
IMPLEMENTATION_APPROVED = termination signal
Only use when: all requirements met, code compiles/runs, tests pass, no significant gaps.
If in doubt, don't approve.
User: /coach SPEC.md
Claude:
REQUIREMENTS COMPLIANCE:
- User registration endpoint (bcrypt hashing)
- Login with JWT tokens
- Logout endpoint - not implemented
- Token refresh - missing /auth/refresh endpoint
IMMEDIATE ACTIONS NEEDED:
1. Add POST /auth/logout endpoint
2. Add POST /auth/refresh for token renewal
3. Add tests for 401 on expired tokens
---
User: [fixes] /coach SPEC.md
Claude:
IMPLEMENTATION_APPROVED
- All auth endpoints verified (register, login, logout, refresh)
- 18 tests passing including auth error cases