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Dev tools · August 19, 2026

Marginal

Governance that AI coding agents have to earn

What it does

Marginal is an open-source governance layer for AI coding agents. It starts in Shadow Mode, collects verifiable runtime evidence, and only earns limited enforcement authority when the evidence supports it.

Open-source no-progress governor for AI coding agents. Detect repeated work that changes nothing. Shadow first, enforcement only after evidence. - SignalLayerLabs/Marginal

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