backprop
"backprop" is a structured bug-fixing process that ensures code quality and prevents recurrence by tracing, analyzing, updating specifications, and generating tests. It transforms each bug fix into an improvement of the system's specification, enhancing long-term software stability.
npx skills add https://github.com/juliusbrussee/cavekit --skill backpropBefore / After Comparison
1 组Without a structured process, bug fixes are often ad-hoc, leading to the recurrence of similar issues and significant waste of development resources.
With the backprop process, every bug fix is accompanied by spec updates and test generation, fundamentally eliminating recurring bugs and significantly improving code quality and development efficiency.
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
/buildverification. - User reports bug.
- Post-mortem after production incident.
/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 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 (
! holdover⊥ 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++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 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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