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Provenance scoring, compound decay, and confidence-weighted retrieval — the epistemic core.

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epistemic

Provenance scoring, compound decay, and confidence-weighted retrieval.

The domain-agnostic epistemic core: a retrieval layer that knows how much to trust what it remembers.

Every piece of stored knowledge carries a provenance (user-stated, agent-inferred, tool-observed, externally sourced), an epistemic confidence score, and a compound decay function that responds to both time and contradiction events. Retrieval is epistemic inference, not nearest-neighbor search.

Status: Pre-release. Implementation in progress.

Used by metanoia for agent memory. Designed for extension to legal, clinical, and code intelligence domains.

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