General skillSoftware development
loop-eng
Drive AI coding tasks with red-green gates and independent verification.
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- Updated Jul 6, 2026
Drive AI coding tasks with red-green gates and independent verification.
Loop Engineering turns an ambiguous coding request into five stages: frame, model, gate, build, and verify. Each slice starts with a check that should fail, moves to green through small changes, and ends with tests, type checks, builds, and an independent verifier. Frontend or deployment work also needs a real runtime probe, while high-risk slices cannot skip independent verification.
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Diagnose and repair Claude Desktop third-party model configuration gaps
Turn an existing website into a deployable conversational agentfront.
Audience
Public GitHub facts last synced Jul 10, 2026.
Turn a repository's structure into an editable, interactive architecture map.
Install coding guidance distilled from s4.codes videos as a Claude skill.