Keep the source
The goal is to connect useful knowledge to its sources and working context, so people and agents can inspect where an answer came from. A conversation should be able to draw on earlier work without turning every previous message into permanent truth.
Across agents
Brain is a Deins component with access through the native workspace and external adapters. The current portability work begins with read-only search and note retrieval. Broader access and write operations need their own verified integration.
Architecture and evaluation
The dedicated architecture and benchmark pages are awaiting the source material. No retrieval scores, dataset coverage or performance claims are published here yet.