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cavekit-backprop

Turn bugs and failed tests into durable fixes by updating code, tests, and `docs/SPEC.md`.

Skill by NoMoneyDaddy

IndexedMIT
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Works with Claude Code, Claude apps, Codex, Cursor, Gemini CLI, GitHub Copilot, VS Code, OpenCode, Goose, Windsurf. Read the repository before you give any tool access to your data.

npx agentmarket install skill/nomoneydaddy-cavekit-backprop

Asks which of your tools to add it to (Claude Code, Codex, Cursor, VS Code, Windsurf, Gemini CLI, Claude Desktop) and shows the change first. See https://agentmart.dev/cli.

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About

Turn bugs and failed tests into durable fixes by updating code, tests, and `docs/SPEC.md`. Use when a bug, regression, or invariant violation must be traced and prevented from recurring.

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What this skill can do and what it asks for, from its SKILL.md. Checked Oct 25, 2026.

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Network hosts it talks to 1

  • codeload.github.com · found in install command

Files it touches

  • ~/.claude/skills/cavekit-backprop

What's inside

Skill name
cavekit-backprop
Description
Turn bugs and failed tests into durable fixes by updating code, tests, and `docs/SPEC.md`. Use when a bug, regression, or invariant violation must be traced and prevented from recurring.
License
MIT
Instructions
34 lines in SKILL.md · view on GitHub

Files (1)

  • SKILL.md

SKILL.md (first lines)

# cavekit-backprop

上游靈感來自 `JuliusBrussee/cavekit` 的 `backprop` skill,已本地化到本 repo。

## 何時用

- 測試失敗
- 使用者回報 bug
- build / runtime 出現回歸
- `cavekit-check` 發現 drift 或 invariant violation

## 六步

1. `TRACE`
   - 找到錯誤位置與根因
2. `ANALYZE`
   - 這是 code 問題、spec 問題、還是 task 拆解問題
3. `PROPOSE`
   - 決定要補 `§B`、`§V`、`§I`、`§T` 哪些段
4. `GENERATE TEST`
   - 沒有重現或防回歸測試,不算完成
5. `VERIFY`
   - 修 code、跑測試、確認沒有新回歸
6. `LOG`
   - 更新 `docs/DEBUG_NOTES.md`、`docs/STATE.md`

## 強制規則

- 每個 bug 至少追加一筆 `§B`
- 若可抽象成規則,補新的 `§V`
- 外部輸入、權限、RLS、環境變數問題,優先補規範,不只補實作
- 若根因只是一次性資料修補,也要記 `§B`,但不必硬塞 `§V`

From NoMoneyDaddy/One_Botton_Done_Project, MIT.

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Last commit (this folder)
Jun 25, 2026 (4 months ago)

From GitHub (fetched Oct 24, 2026).

Details

License
MIT
First seen
Oct 24, 2026
Last checked
Oct 24, 2026

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Cite this page

cavekit-backprop skill. Agent Mart. https://agentmart.dev/skills/nomoneydaddy-cavekit-backprop (last updated 2026-10-24)