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Skills/juliusbrussee/cavekit/backprop
backprop logo

backprop

juliusbrussee/cavekit
2K installs1K stars
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Installation

npx skills add https://github.com/juliusbrussee/cavekit --skill backprop

Summary

|

SKILL.md

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.

Score

0–100
57/ 100

Grade

C

Popularity17/30

1,769 installs — growing adoption. Source repo has 1,021 GitHub stars.

Completeness19/30

Documented: full SKILL.md body, one-line install. Missing: description, category/license metadata.

Trust15/25

Community skill with a public GitHub source repository you can review.

Freshness6/15

No update timestamp is tracked for this skill in our catalog.

Scored automatically from popularity, completeness, trust, and freshness — computed only from data in our catalog, never fabricated.

Proud of your score? Add this badge to your README.

Paste a snippet into your GitHub README. The badge updates automatically and links back to this page.

Backprop skill score badge previewScore badge

Markdown

[![Backprop skill](https://www.remoteopenclaw.com/skills/juliusbrussee/cavekit/backprop/badges/score.svg)](https://www.remoteopenclaw.com/skills/juliusbrussee/cavekit/backprop)

HTML

<a href="https://www.remoteopenclaw.com/skills/juliusbrussee/cavekit/backprop"><img src="https://www.remoteopenclaw.com/skills/juliusbrussee/cavekit/backprop/badges/score.svg" alt="Backprop skill"/></a>

Backprop FAQ

How do I install the Backprop skill?

Run “npx skills add https://github.com/juliusbrussee/cavekit --skill backprop” in your terminal. The skill is added to your agent's skills directory and picked up automatically on the next run — no restart or extra configuration needed.

What does the Backprop skill do?

| The full SKILL.md on this page shows the exact instructions the skill gives your agent.

Is the Backprop skill free?

Yes. Backprop is a free, open-source skill published from juliusbrussee/cavekit. As with any third-party skill, review the source repository before installing it into an agent with sensitive access.

Does Backprop work with Claude Code and OpenClaw?

Yes. Skills use the portable SKILL.md format, so Backprop works with Claude Code, OpenClaw, Codex, Hermes, and any other agent that reads SKILL.md skills.

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