Memory for people and their agents
recall stores why a decision was made, surfaces what conflicts before an agent acts, records how you resolved it, and checks itself against what actually happened — so a fleet of agents behaves like one operator: you.
Open the app Read the APIA typical memory
content: "alice prefers async standups" embedding: [0.02, -0.41, …]
Retrieval is similarity. Nobody can say why, or what changed.
recall
Decision "Async standups for the sales team" reason "three time zones; live calls lost half the team" validFrom 2026-07-18 author agent:writer-7 ──DECIDED_FOR──→ Project: Sales onboarding ←──SUPERSEDES── (history kept, with its reason)
Decisions carry reasons, lessons carry what failed, preferences carry how strongly. Correction never deletes — the old record keeps its reason and drops out of recall.
Before an agent acts, the plan is checked against live decisions and lessons. It answers with what conflicts and why it was decided — not a similarity score.
Every record names the person or agent that wrote it. Filter to yours, to an agent's, and trace any record back to the session it came from.
Personal memory, company-wide memory, and department buckets like Sales, granted to people, groups, or agents — each with a capability tier and an explanation of why they reach it.
An agent with nothing to teach is read-only. Writers may write; none may govern. A bucket's agent switch binds every key. Revoke one agent without touching a person.
REST today, MCP for Claude Code, Cursor and any agent harness, and a skill that teaches an agent how to use memory well — not just where it is.
An augmented brain that gets measurably more like you: what you decided, why, what you like, how that changed, and how you reason.
Social, support, sales, ops — agents that act on your behalf and keep doing the thing the team already decided against. Now they can't.
Invite people, put them in groups, share the right buckets, give agents scoped keys, and keep an audit trail of every change — with personal memory staying personal.