convergence-loop

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A universal gate-reinforcement meta-skill that replaces the "single-pass = done" pattern with a converging loop of up to N rounds. Can be applied to any gate, checkpoint, or verification step. Only declares "truly passed" after FAIL→FIX→re-verify repeats until convergence (all items pass). Escalates to structural redesign if not converged within N rounds. Triggers on: "convergence-loop", "how many rounds do we need", "suspicious of single-pass", "not sure if it really passed", or equivalent phrasing.

AI & Automation 8 stars 0 forks Updated today MIT

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Skill Content

# convergence-loop — Universal Convergence Loop Gate Reinforcement > A single pass declaration is hard to trust. A fix exposes new FAILs, and round 2 catches what round 1 missed. convergence-loop assigns a "truly passed" criterion to any gate. ## Triggers - `/convergence-loop` - "convergence-loop", "how many rounds do we need", "not sure if it really passed" - "suspicious of single-pass", "run until it passes", "keep verifying until clean" - "single pass isn't enough", "need another round", "the fix might have introduced new issues" - Auto-proposed: when the same artifact receives a FAIL verdict 2+ times in the same session (observable: 2nd FAIL on identical scope) --- ## Origin Extracted from a recurring "single-pass gate is hard to trust" pattern observed across multiple hub workflows. The canonical reference is: - `harvest-loop` extract→attack→synthesize cycle: pattern extraction → attack → synthesis → the repeating structure must run until convergence When the same structure recurs across gates, it is a skill. ## Applicable Targets | Applicable Gate | Example | |---|---| | Skill diagnostic gate | harness-doctor + apex-review | | Session harvest loop | harvest-loop extract→attack→synthesize cycle | | External asset audit | steel-quench Wave 1~N | | Domain-specific quality gate | Plug in any project-defined FAIL→FIX checkpoint | | Any FAIL→FIX repeating structure | User-defined gate | --- ## Pipeline Structure ``` [Input] gate name + pass criteria + max rounds N...

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Author
chrono-meta
Repository
chrono-meta/forge-harness
Created
2 months ago
Last Updated
today
Language
Shell
License
MIT

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