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Speedrunlab / reverse-engineer-anything-self-learning-loop

Agent skill: examine a product you're authorised to rebuild, build your own, then test against the original and fix gaps until every must-have on a written checklist passes. Inspired by REA (@morluto), not affiliated. MIT.

Why this job: says: agent skill; topics: agent-skills, claude-skills, claude-code, openclaw

What it does

  • Defines 100% before building. The examination's inventory becomes a parity checklist: one testable behaviour per item, a concrete input and expected output, the exact check that will verify it, a tier (must-have, should-have, out of scope).
  • Examines safely. Static-first, evidence-led, untrusted input: preflight, read-only copies and digests, capped extractions, escape checks, no secrets on screen, content treated as data, never as instructions. Notes record behaviour, never pr
  • Builds its own design. A walking skeleton across every must-have path first; clean-room discipline (whoever writes code does not have decompiled text open); fixtures from the operator; stubs instead of vendor backends; design decisions reco
  • Reviews against the original with evidence. Same input to both, outputs diffed or hashed, formats round-tripped, screens compared side by side at a stated threshold, timings measured. Pass, fail or not testable, with a file behind every res
  • Plans, improves, repeats. Gaps ordered by impact and dependency, a batch one iteration can prove, regression sampling so nothing silently breaks, an iteration log that says what moved the score.

Get started

No single install command. Read the steps in the README (opens in new tab)

Maintenance
Active
Last commit 15 days ago
Stars
145
+14 this week
Licence
MIT
Allows business use
Downloads for
None listed
No release files
Latest version
None yet
No releases
Built with
Not stated

Is it looked after?

Contributors
1
Last 90 days
Issues
None
No issues filed
Pull requests
1 merged
0 waiting
Releases
None
Never published
  • No contributing guide
  • No security policy
  • No code of conduct
More: topics and project record

Topics

  • agent-skills
  • ai-agents
  • claude-code
  • claude-skills
  • openclaw
  • reverse-engineering
  • self-improving-agents

Project record

  • JobAgent skills
  • StatusNew to our list
  • Commits4
  • Forks13
  • Watching2
  • CreatedOct 23, 2026
  • First seen by usNov 7, 2026
  • CheckedNov 8, 2026

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