Hold the conversation
Source-linked memory preserves real thread and message content. Presence, search and the constellation help members find people and knowledge in context.
Community platform, Permission-aware memory
AI NCP
A community that remembers.
An invite-only community platform where conversations become source-backed memory, and AI recall respects the access of the person asking.
Memory, within reach.
- Member questionAn active community member
- Access scopesMembership, role, private rooms
- Permitted recallSemantic or lexical search
- Grounded draftValidate source references
- Answer & sourcesEvidence the member may see
- Conversation eventsThreads and messages
- Community memoryWorker, sources, visibility
- Explicit refusalNo supporting evidence
- Member question connects to Access scopes.
- Access scopes connects to Permitted recall.
- Permitted recall connects to Grounded draft.
- Grounded draft connects to Answer & sources.
- Conversation events connects to Community memory.
- Community memory connects to Permitted recall.
- Grounded draft connects to Explicit refusal.
A community that remembers
AI NCP gives a community a place to hold what it learns. People work in spaces, rooms and threads; a background worker turns conversation events into memory that retains its sources and visibility. The web client presents discussions, people and memory as a living constellation, with a headless API shared by the mobile foundation.
When someone asks a question, membership, role visibility and private-room access define the search boundary. Semantic or lexical recall runs inside that boundary. Grounded generation validates its citations against the retrieved sources, and returns an answer or an explicit refusal. Reviews and corrections keep the reasoning traceable.
Respect the room
Private rooms admit their members. Host authority alone does not open them, and the same exclusion applies to search, memory and AI recall.
Keep answers reviewable
Provider calls require an explicit execution policy. Citations must belong to the retrieved context; reviews, corrections and audit events retain the history.
Access belongs to the room
Private-room membership defines access to the conversation. Ordinary community roles do not grant entry on their own; search and AI recall inherit the same room boundary.
Ordinary room access for active community members
| Member context | Open room | Private room |
|---|---|---|
| Room member | Allowed | Allowed |
| Space member, outside the room | Allowed | Excluded |
| Host, outside the room | Allowed | Excluded |
Explore the engineering
Technical documentation and a runnable reference core.