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lm203688/swarmlabs-engine-kit

Adjudicate, do not just reproduce. Open-source agent Skills + Python SDK for the SwarmLabs physics-informed engine, including vv-gate: a zero-dependency fail-closed verification gate that scores your predictions on published held-out sets and returns PROCEED / PROCEED_WITH_HUMAN_CHECK / BLOCK_AUTONOMOUS_ACTION. MIT.

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vv-gate

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lm203688/swarmlabs-engine-kit

Skill Claude Code

Use when an agent, harness, or CI pipeline produces a scientific/numeric prediction and you need an INDEPENDENT third-party adjudication of whether that claim is trustworthy before acting on it. Also use when you need to turn "the agent said it validated itself" into a blocking gate with a real exit code. Covers…

not rated 0 29d ago A 107 tokens original MIT