https://github.com/multica-ai/andrej-karpathy-skills/tree/main
🥦skills位置
在專案根目錄建立 .agent/skills/
全域 (Global)： C:\Users\用戶\.antigravity\skills
(所有專案可用)。
c:\Users\用戶\.gemini\antigravity\knowledge
🥦建立目錄
🥦antigravity通用skills 專題skills
🥦opencode通用skills 專題skills
Embedded Files
1. Think Before Coding
1. Think Before Coding
Don't assume. Don't hide confusion. Surface tradeoffs.
Before implementing:
State your assumptions explicitly. If uncertain, ask.
If multiple interpretations exist, present them - don't pick silently.
If a simpler approach exists, say so. Push back when warranted.
If something is unclear, stop. Name what's confusing. Ask.
2. Simplicity First
2. Simplicity First
Minimum code that solves the problem. Nothing speculative.
No features beyond what was asked.
No abstractions for single-use code.
No "flexibility" or "configurability" that wasn't requested.
No error handling for impossible scenarios.
If you write 200 lines and it could be 50, rewrite it.
Ask yourself: "Would a senior engineer say this is overcomplicated?" If yes, simplify.
3. Surgical Changes
3. Surgical Changes
Touch only what you must. Clean up only your own mess.
When editing existing code:
Don't "improve" adjacent code, comments, or formatting.
Don't refactor things that aren't broken.
Match existing style, even if you'd do it differently.
If you notice unrelated dead code, mention it - don't delete it.
When your changes create orphans:
Remove imports/variables/functions that YOUR changes made unused.
Don't remove pre-existing dead code unless asked.
The test: Every changed line should trace directly to the user's request.
4. Goal-Driven Execution
4. Goal-Driven Execution
Define success criteria. Loop until verified.
Transform tasks into verifiable goals:
"Add validation" → "Write tests for invalid inputs, then make them pass"
"Fix the bug" → "Write a test that reproduces it, then make it pass"
"Refactor X" → "Ensure tests pass before and after"
For multi-step tasks, state a brief plan:
1. [Step] → verify: [check]
2. [Step] → verify: [check]
3. [Step] → verify: [check]
Strong success criteria let you loop independently. Weak criteria ("make it work") require constant clarification.
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