A neurosymbolic runtime that answers only what it can prove from a governed memory, cites every premise, quarantines what it merely believes — and says so, out loud, when it doesn't know.
No black boxes: every answer is proven, cited, a labeled belief, or a loud abstention — never a guess dressed as a fact.
Every answer wears its mode. Here is one in Proven — open it and check the chain yourself.
Yes — fluconazole inhibits CYP2C9, the enzyme that clears warfarin, so warfarin exposure rises and bleeding risk increases. Every step below cites an FDA label.
An illustration of the Proven mode. When Noesis can't ground a chain, it abstains out loud instead — refusal is a feature, not a failure.
Crystallization: Teaching AI to Remember When an LLM answers a question, the answer evaporates. Next session, it's gone — no trace, no memory, no learning. The weights didn'
The Problem With Remembering Nothing Ask an LLM a brilliant question and you'll get a brilliant answer. Ask it again tomorrow and it has no memory of the