Open source · Knolo
Knolo turns approved source material into portable, local-first knowledge packs. Retrieval is inspectable and repeatable, so production teams can understand why a passage was selected—without depending on a vector database.
Build, validate and ship deterministic knowledge packs alongside your application. Packs can be reviewed, versioned and deployed inside the same boundary as the workload.
Connect governed knowledge to task-specific agents. Add tools, approval steps and escalation behavior without losing visibility into the context behind each action.
Architecture choice
Neither approach wins every workload. Knolo is designed for the cases where repeatability, portability and direct inspection matter more than fuzzy semantic discovery.
| Decision factor | Knolo deterministic retrieval | Pure vector search |
|---|---|---|
| Retrieval behavior | Explicit, repeatable selection rules | Similarity varies with embeddings and tuning |
| Inspectability | Pack contents and matches are directly reviewable | Requires indexes and ranking analysis |
| Infrastructure | Portable files; no vector database required | Usually requires an embedding pipeline and vector store |
| Best fit | Policies, manuals and controlled knowledge | Fuzzy discovery across large, changing corpora |
