How Contextful works
The talk shows that it works — these pages show how. Three short reads cover the mechanism end to end: where your data lives and how it gets in, the boundary that scopes every agent, and the collaboration layer humans and agents share. Each page is derived from the corresponding engineering spec and is also available as plain Markdown (one fetch for your agent: /llms-full.txt).
Local-first & data ingestion
Where your data lives and how it gets there: an on-prem host, connectors that tag every event with access requirements, and a brain of human-readable Markdown memory.
Read →Sandbox & capability tokens
Every document pairs with an isolated sandbox; agents inside hold only attenuated Biscuit tokens, and every query is verified and redacted before data enters.
Read →Collaboration & CRDT
Humans and agents co-edit as equal peers: Loro CRDT documents synced through an on-prem relay, with live presence and conflict-free offline merge.
Read →