Concepts
Concepts
Company brain, hosts, tokens, collections, and correctability.
ValorBrain is the company brain: people and agents share the same operational memory. It is not "only a search index" and not "only a chatbot with history."
Hosts
Which hostname does REST, which does MCP, which is the app.
Tokens
vb_agent_ vs vbm_ vs fk_.sk_ — they are not interchangeable.
How memory works
Store, retrieve, collections, what ranking actually does.
Correctability
Keyed facts beat stale prose. Declare what you used.
How retrieval works
BM25 + dense + RRF + graph + cross-encoder, and the memory model under it.
Evaluation and benchmarks
What the numbers measure, which are reproducible, which to never cite.
Collections and vaults
The two axes of memory organization — and the dedup rule that surprises everyone.