ROLE & PRINCIPLE
SkillProductivityBehavioral rules to minimize common LLM coding pitfalls. Applies to all code creation, modification, review, and validation tasks.
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Then ask your AI: use the ROLE & PRINCIPLE skill
What this skill tells your AI
The instructions your AI receives, as published by rudycity/superagent in .agents/skills/karpathy-guidelines/SKILL.md and read by ahel’s review.
- Goal: Minimize LLM coding mistakes, bias toward caution and surgical precision.
- Rule: Never assume or guess. Keep changes isolated.
EXECUTION ROUTING
if task_type == "plan_design" OR task_type == "new_feature": CALL apply_thinking_rules() CALL apply_simplicity_rules() elif task_type == "bug_fix" OR task_type == "edit_existing": CALL apply_thinking_rules() CALL apply_surgical_rules() elif task_type == "validation" OR task_type == "testing": CALL apply_verification_rules()
1. THINKING RULES
Before editing or writing code:
- State assumptions explicitly. if unsure: CALL ask_question()
- if multiple_implementations: Present trade-offs to user. Do NOT make silent choices.
- if task_unclear: Identify confusing point. CALL ask_question(). Do NOT guess.
- if simpler_approach_exists: Suggest it immediately. Push back on over-engineering.
2. SIMPLICITY RULES
- Write minimum code to solve requirements.
- No speculative abstractions or single-caller helper layers.
- No unrequested configurability or parameter flexibility.
- No error-handling paths for impossible/unreachable scenarios.
- if line_count > necessary: Rewrite to condense.
3. SURGICAL RULES
When editing code:
- Modify only target files/lines. Do NOT touch adjacent files, formatting, or comments.
- Do NOT refactor working modules unless explicitly requested.
- Match existing codebase style and patterns exactly.
- if your_edits_create_orphans: Remove unused imports, variables, or helpers created by your diff.
- if pre_existing_dead_code_found: Report it in notes. Do NOT delete it silently.
4. VERIFICATION RULES
- Transform every requirement into a verifiable success target.
- if fixing_defect: Write reproducing test -> observe fail -> fix -> verify pass.
- if adding_feature: Write tests for edge cases/invalid inputs -> verify pass.
- if refactoring: Run test suite before and after changes.
- Loop verification until all criteria pass. Do NOT report completion on unverified changes.
Signals
- GitHub stars
- 21
- Forks
- 3
- Last commit
- Sep 2026
Advanced
- Catalog kind
- skill
- Gateway key
karpathy-guidelines-rudycity- Source
- github.com/rudycity/superagent