Curation

Use this when writing/updating data.

Core checks

1. Search first (queryNodes, searchContentEmbeddings) before creating nodes.
2. Reuse existing dimensions when possible; avoid near-duplicate names.
3. Keep node descriptions explicit: what this is + why it matters.
4. Prefer updating existing nodes over creating duplicates for the same source URL.
5. Add edges only when relationship direction and explanation are clear.

Event data checks

• Scheduled sessions are node_type='event' with metadata.event_status='scheduled'.
• Recordings are paper-club / builders-club nodes and should not be mixed with upcoming events.
• For event updates/cancellations, preserve ownership and status semantics.