WOLBΛRG

Best Practices

Practical guidance for production Wolbarg usage.

Scope memories

Use stable agent ids and meaningful metadata keys (topic, source, collection).

Prefer metadata filters

Narrow recall with meta.* before increasing topK. Combine with hybrid search for exact token matches.

Peers on demand

Do not install pg / pdf-parse / mammoth / tesseract.js unless you need them. If you ingest those formats, peers are required.

Lifecycle

  • Call ready() at process start to fail fast
  • Always close() on shutdown
  • One Wolbarg instance per process / org is enough