Evidence and limits
Evidence Note: Filesystem-style context database (viking:// protocol) unifying agent memory, RAG, and skills behind deterministic ls/tree/find-style browsing instead of opaque vector search, with tiered on-demand loading reported to cut token spend and to raise memory accuracy from a 24-57% baseline to 80-83% across three agent integrations.
Last reviewed: 2026-08-29
What was reviewed: README reviewed only; no runtime test recorded
Source and review details
Snapshot Date: 2026-08-29
Snapshot Commit: e8cedaebd72c9bead112a337a58768368af9c5fb