One memory for the whole company. Every task reads what it knows before it starts, and adds what it learned when it finishes. Another company can never read it.
Teams, roles, and tasks are labels on one enterprise memory, not private vaults. Feedback, product knowledge, and every run’s outcome go in, and every team reads it back.
Learns from
You / Feedback
“Lead with the price, not the features.”
Docs / Product knowledge
“Annual plans renew on the 1st.”
Runs / Outcomes
“Short subject lines get the replies.”
Enterprise memory
Another enterprise cannot read it.
Every team reads it
Support
Renewal replies
Uses “Annual plans renew on the 1st.”
Marketing
The launch email
Uses “Lead with the price.”
Sales
Proposal follow-ups
Uses “Short subject lines.”
One team learns it. Every team knows it.
Before work, a task asks what the company already knows. After work, it adds what is worth keeping: a decision, a preference, a verified outcome, or a failure.
RunsPublish the weekly postRun 214
run.running09:00
Run started
tool.memory.ask09:00
Asked what the company knows
Lead with the price, not the features. Send these weekly, not daily. Short subject lines get the replies.
tool.cms.read_draft09:02
Drafted the post from the notes
gate.approved09:31
You approved it
tool.cms.publish09:31
Published
tool.memory.train11:31
Added what it learned
Outcome: the post that led with the price got twice the replies.
On day one a task knows your brief. By day ninety it knows your voice, your product, and your customers.
Task / Draft the weekly newsletter
Day 1
It knows: Your brief
You rewrote the draft
Day 7
It knows: + Your voice
You edited the intro
Day 30
It knows: + Your product
You changed one line
Day 90
It knows: + Your customers
You approved it as written
The more it knows, the less you add.
Every note is on the graph: what it knows, how it knows it, and what it relates to. Open one to see its evidence and who it came from. Correct it by training it again: the correction supersedes the old note, which stays on the record.
MemoryEnterprise
CorrectionIn use
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Related
Nothing is retired. What it knows evolves as you train it.
Ask and train are the same contract in the portal, on the API, and in a run. A cloned task writes into the company that installed it, never the one that built it.
| Where | Ask | Train |
|---|---|---|
| In the portal | Ask on any layer | Teach a note in your words |
| Via a chat | Ask a team member what the company knows | Tell them in the thread, in your words |
| On the API | GET /v1/tasks/:taskId/memory/ask | POST /v1/tasks/:taskId/memory/train |
| With MCP calls | memory.ask | memory.train |
| In a run | memory.ask | memory.train |