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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

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$ npx -y skills add JuliusBrussee/cavekit --skill backprop --agent claude-code

SKILL.md

backprop.SKILL.md
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: 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.

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Questions about backprop.

Which coding agents can use backprop?
backprop installs in Claude Code, Codex, Cursor, Gemini CLI, GitHub Copilot, OpenCode and Windsurf with the skills CLI, using each agent's flag shown on this page. Flowy's auto-invocation, which fires a skill when your prompt matches, runs in Claude Code only.