toulmin

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Dependency-free Toulmin argumentation primitives for attaching structured, auditable reasoning to any automated decision.

python open-source ai audit argumentation reasoning skunkworks xai explainability toulmin powerweave

Stamp tool/RPC responses with a Toulmin + 4-tag provenance envelope, and MECE-triage a tool surface with an anti-inflation drift gate.

python open-source ai tool mcp tagging audit provenance drift governance skunkworks toulmin powerweave

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