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thalamus-ingest

Curated ingestion for thalamus: one third-party document at a time into an expert's knowledge subgraph, gated by that expert's manifest.

Installing it adds two commands to thalamus:

  • thalamus ingest <url-or-path> --scope <expert> fetches or reads the document, checks the origin that served it against the expert's allowlist, retains the bytes in the archive, extracts typed claims and entities with one headless model pass per chunk, and hands the batch to the federation contract. --check stops before the model call; --write persists.
  • thalamus backfill-chunks builds the verbatim Chunk vertices for documents ingested before chunking existed. It needs no model.

It depends on thalamus-memory and nothing else from thalamus, and registers its commands through the thalamus entry-point group.

pip install thalamus-ingest installs it with the core it needs, or uv tool install thalamus-memory --with thalamus-ingest. In a checkout of the repository, uv sync installs it into the development environment.

thalamus ingest https://arxiv.org/html/2601.00821 --scope literature --check

The procedure — demand-driven against open threads, check first, --write once — is in the repository's CLI reference.

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