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backprop
Bug → spec protocol. When a bug is found or a test fails, trace the cause, decide whether a new §V invariant would catch recurrence, append to §B. This is the one non-obvious thing SDD does that plan-then-execute doesn't. Triggers on test failure, bug report, post-mortem, or explicit user ask.
DeepseekModel
官方收录技能
质量 优秀 · 90
v1.0.0
获取
https://deepseekmodel.com/api/download.php?id=juliusbrussee-cavekit-skills-backprop-skill-md&format=skill
下载 .skill
标准格式,含 system_prompt 与 model_config,导入任意 Agent 框架即可使用
.skill 文件中 system_prompt 字段的实际内容。
name backprop description Bug → spec protocol. When a bug is found or a test fails, trace the cause, decide whether a new §V invariant would catch recurrence, append to §B. This is the one non-obvious thing SDD does that plan-then-execute doesn't. Triggers on test failure, bug report, post-mortem, or explicit user ask. backprop — bug → spec Plan-then-execute fixes the code & forgets. SDD fixes the code AND edits spec so recurrence is impossible. That edit is backprop. WHEN TO BACKPROP Test failed at /build verification. User reports bug. Post-mortem after production incident. /check flags VIOLATE with root cause found. SIX STEPS 1. TRACE Read failure output / bug report. Find exact file:line of wrong behavior. Name root cause in one caveman sentence. 2. ANALYZE Ask three questions: Would a new §V invariant catch this class of bug? (most common: yes) Is §I wrong — did spec claim shape the code cannot deliver? (sometimes) Is §T wrong — did we build the wrong thing? (rare but real) 3. PROPOSE Draft the spec change. Never skip §B; §V/§I/§T are case-by-case. Template: §B row: B<next>|<date>|<root cause>|V<N> §V line: V<next>: <testable rule that would have caught it> Example: §B row: B3|2026-04-20|refund job ran twice on retry|V7 §V line: V7: ∀ refund → idempotency key check before charge reversal 4. GENERATE TEST New invariant without test = lie. Add failing test first. Name test so it cites the invariant: TestV7_RefundIdempotent . 5. VERIFY Fix code. Run test. Must pass. Run full suite. Must not regress. 6. LOG Commit spec edit + test + code fix together. Commit msg: backprop §B.<n> + §V.<N>: <one-line cause> . WHAT MAKES A GOOD INVARIANT Testable in code (grep-able or assert-able). Scoped to a behavior, not a file. Stated positively when possible ( ! hold over ⊥ forbid ). References §I surface where it applies. Bad : V8: code should be correct. Good : V8: ∀ pg_query ! params interpolated via driver, ⊥ string concat. WHEN NOT TO ADD §V Bug was purely mechanical typo with no class ( i++ vs i-- in throwaway). Fix is a one-time migration. Root cause is external dep (upgrade deps instead, note in §C). Still append §B entry — record that this failure mode was considered. Future bug with same smell → §B search shows precedent. OUTPUT SHAPE Every backprop run produces: §B entry (always). §V entry (usually). Test file (when §V added). Code fix. One commit. No dashboards. No log files. SPEC.md + git is the full history.
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该技能未提供触发词。
下载的 .skill 包内含以下字段。
| 字段 | 说明 |
|---|---|
| format | 格式标识(skill/v1) |
| skill_id | 技能唯一 ID |
| name | 技能名称 |
| version | 版本号 |
| description | 技能描述 |
| category | 所属分类(数组) |
| trigger_words | 触发词列表 |
| tags | 标签列表 |
| source | 来源标识 |
| source_url | 来源链接(本页地址) |
| exported_at | 导出时间(每次下载生成) |
| system_prompt | 系统提示词正文 |
| model_config | 模型参数:provider / model / temperature / max_tokens / top_p |
| examples | 示例 |
| install_guide | 各平台导入说明(Coze / Dify / Claude / 自定义框架) |