Proof points
Fast to index.Cheap to query.
Measured on real document estates — not benchmarks built to flatter.
0 files / 65 GB
Indexed in under 2 seconds
Structured, queryable map produced almost instantly.
0s1s2s
0 GB OneDrive corpus
Validated on Windows ARM64
Indexed without downloads or local eviction of files.
74 GB indexed
500–1,000 tokens
Typical discovery context footprint
Agents use minimal structure to decide what to open next.