Backprop
Claude Code plugin marketplace — sdd (spec-driven dev) and gh (GitHub workflow) plugins
npx -y skills add kborovik/pilot-skills --skill backpropAssembled from the repository path, not quoted from the project. Check it against their README if it does not work.
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What its author says it does
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Bug → spec protocol. On bug found or test fail → trace cause, decide if new §V invariant catches recurrence, append to §B. Triggers: test failure, bug report, post-mortem, explicit user ask. Phrasings: "X broke", "we got bit by", "post-mortem on Y", "this should never recur", "add a §V for". not for mechanical typo or one-off fix w/ not recurrence class — pure code fix only.
SKILL.md
3.8 KB, as published. Nobody here has run it
backprop — bug → spec
Plan-then-execute fixes the code and forgets. SDD fixes the code AND edits spec so recurrence is impossible. That edit is backprop.
WHEN TO BACKPROP
- Test failed at
/sdd:buildverification. - User reports bug.
- Post-mortem after production incident.
/sdd:checkflags 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 math-glyph 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: B<n>|<date>|refund job ran twice on retry|V<N>
§V line: V<N>: every 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: TestV<N>_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>.
WORKED EXAMPLE
Walks the six steps end-to-end on one bug. Numbers fictional; demonstrates judgment.
Input: bug: refund job double-charged customer on retry
- TRACE: payment service retried on 5xx; not idempotency key → charge reversed twice. cause:
refund(ctx, amount)not check prior charge state. - ANALYZE: recurrence class? yes — every retry-able money-mutation in payment service exposed; future endpoints will hit same trap. → new §V warranted.
- PROPOSE:
§B row: B<n>|2026-04-20|refund retry double-charged because no idempotency check|V<N> §V line: V<N>: every refund ! idempotency key check before charge reversal - GENERATE TEST:
TestV<N>_RefundIdempotent— invoke refund twice w/ same key → expect ≤ 1 reversal posted. - VERIFY: add idempotency-key column to refunds table; check before
charge.reverse(). Run new test → pass. Run full suite → not regression. - LOG: commit code + test + spec edit. msg:
backprop §B.<n>(+) + §V.<N>(+): refund retry double-charge.
WHAT MAKES A GOOD INVARIANT
- Testable in code (grep-able or assert-able).
- Scoped to a behavior, not a file.
- Stated positively when possible (
! holdovernot forbid). - References §I surface where it applies.
Bad: V<N>: code should be correct. Good: V<N>: every pg_query ! params interpolated via driver, not string concat.
WHEN NOT TO ADD §V
- Bug was purely mechanical typo with no class (
i++vsi--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 in same class → §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.