Adversarial implementation review based on Block's g3 dialectical autocoding research. Use when validating implementation completeness against requirements with fresh objectivity.
Scanned 9/7/2026
Install to Claude Code
npx -y skills add modbender/skill-library-mcp --skill adversarial-coach --agent claude-codeInstalls into .claude/skills of the current project.
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---
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 - Adversarial Implementation Review
## Usage
```
/coach [requirements-file]
```
- `/coach` - Infer requirements from context
- `/coach requirements.md` - Validate against specific file
## Coach-Player Loop
You orchestrate this dialectical loop between implementing agent (player) and reviewer (coach):
1. You (player) implement features
2. `/coach` invokes adversarial review with independent evaluation of compliance to requirements
3. Coach returns: `IMPLEMENTATION_APPROVED` or specific fixes
4. Address feedback, loop until approved
## Review Process
### Step 1: Identify Requirements
Check (in order):
- Specified requirements file or issue/ticket mentioned
- `requirements.md`, `REQUIREMENTS.md`, `SPEC.md`, `TODO.md`
- Conversation context; ask user if nothing found
### Step 2: Adversarial Review
Review 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 |
### Step 3: Return Verdict
**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]
```
## Key Principles
**Rigorous but fair:**
- Catch real gaps (security, logic, data flow), not style preferences
- Functionality over aesthetics; always flag security issues (auth, crypto, validation)
**Concise:**
- Bullets, not essays; specific issues, not vague concerns
- No file contents or verbose analysis in output
**Fresh context is your superpower:**
- Review as if you've never seen this code; validate against requirements, not intentions
## Magic Signal
`IMPLEMENTATION_APPROVED` = termination signal
Only use when: all requirements met, code compiles/runs, tests pass, no significant gaps.
If in doubt, don't approve.
## Minimal Example
```
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
```
## Research
- **Paper**: [Adversarial Cooperation in Code Synthesis](https://block.xyz/documents/adversarial-cooperation-in-code-synthesis.pdf)
- **Implementation**: [g3](https://github.com/dhanji/g3)
- **Key insight**: Discard implementing agent's self-report; perform independent evaluation against requirements.
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