Backprop

juliusbrussee/cavekit/skills/backprop

作者 juliusbrussee7421e87d5b51无许可证1.1K 个星标收录于 2026年10月8日更新于 2026年10月8日仓库7周前更新

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.

AI 生成的概览

将缺陷或失败的测试转化为规范不变量、回归测试和代码修复,并一起提交。

功能
该技能定义了一套六步的“缺陷到规范”流程:追踪失败的根本原因,分析新的规范不变量是否能捕获这类缺陷,提出规范修改,生成以该不变量命名的失败测试,验证修复及完整测试套件,最后将全部内容记录为一次提交。它产出规范条目、通常还有不变量条目、测试文件和代码修复。它仅为说明性内容,不附带脚本。
适用场景
适用于验证阶段测试失败、用户报告缺陷、生产事故后复盘,或检查发现违规且已定位根本原因的情况。它适合那些希望修复代码的同时更新规范、避免同类故障再次出现的工作流程。
运行要求
除智能体外不需要任何工具、软件包或凭据;它仅为说明性内容,不附带脚本。它假定项目已有规范文档和版本控制,因为产出是规范修改、测试和代码修复合并为一次提交。

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:

  1. §B entry (always).
  2. §V entry (usually).
  3. Test file (when §V added).
  4. Code fix.
  5. One commit.

No dashboards. No log files. SPEC.md + git is the full history.

来源与署名

来源:juliusbrussee/cavekit位于skills/backprop提交7421e87

许可证: 无许可证

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