Purpose Pool: powered by Ludum Vitae
- Convex-ents for our highly relational db setup. 100+ tables/80+ edge pairs.
- Event driven Nearly every event is driven through our custom event system including clerk and stripe.
- Tokens ”sphere” or team/organization receives their own token economy
- Members* users get new member created in each sphere they join/create.
- Session Tracking session individually throughout most of the site allowing for tracking actions taken by the browser and not just user.
- Presence is built for multi-room presence and switching when multiple members get involved.
- Action monitor - we use convex helpers rate limiter and display a live status.
- Sessions are wrapped with custom functions and “unwrapped” with the custom functions on the convex side.
- Query cache is used on some of the repeated calls.
- Auth Some functions skip our full db-verified auth like heartbeats and other real time updates to reduce bandwidth.
- Embedding use tokens to embed the whole text of a list.
- Vector Search - we have text search, where it embeds then compares.
- Vector to Vector compare your vector to search and see the score.
- Convex file uploads are available which will create a item.
- File description - the file item is automatically summarized and the item is updated.
- Chat - Creating chat channels and embedding charge token fees. EndtoEnd encryption on DM’s



