Advanced
Deep dives for extending Vant, tuning retrieval, and debugging hard.
| Page | Job |
|---|---|
| Search Architecture | How hybrid search and indexing work |
| Rerank | The rerank pipeline and model |
| NSC9 Spec | Quasicrystal addressing format |
| RPC | RPC layer details |
| Schema | Brain schema validation |
| Troubleshooting | Field guide to common failures |
| Audit | The audit report generator |
| Efficiency | Token and storage efficiency |
| Release | Release process |
| Agent Contributors | How agents author Vant: the loop, the pins, the record |
Where to start
Retrieval returning noise: Brain Search and Rerank. Building against internals: Architecture first. A crash you cannot explain: Troubleshooting.
One example
vant search "quasicrystal addressing" --mode rag -r