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Frameshift

A local-first knowledge compiler.

Frameshift transforms immutable evidence — transcripts, documents, notes, recordings — into structured, traceable, continuously improvable knowledge.

It incrementally compiles evidence into progressively higher-level artifacts, with complete provenance, and automatically rebuilds them when assumptions change or hallucinations are manually flagged.

Frameshift is modeled after build systems:

Build systems Frameshift
source code evidence
compiled outputs artifacts
compiler revisions prompt versions
compiler backends models
dependency graph artifact lineage
cache invalidation artifact invalidation
incremental rebuild regeneration

Every artifact is content-addressed by what produced it, carries full provenance, and lives in an acyclic dependency graph. Flag one artifact as wrong and its descendants go stale and regenerate — lineage intact, previous versions preserved.

Status: engine skeleton — domain model, registry, invalidation, and the fixpoint scheduler are implemented and tested against an in-memory store. Postgres, ingestion, and real generators come next.

License: MIT © Open Wisdom

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a local-first knowledge compiler

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