Structured knowledge
Mar 2026 →
The question
Knowledge stops being trapped inside weights
What we built
A typed store of records and relations: every answer is a row you can read, cite and delete. The model is demoted to generator or renderer; the store is the only author of facts.
What it proved
About 372,764 structured records. Conditioning on the structure raised answer diversity from 0.589 to 0.966 with the same model.
What it added to the brain
- Pruning
Why it matters for defense
When knowledge is rows instead of weights, you can read it, cite it and delete it. A program office can inspect what the machine knows.
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