Memo
Open Atlas

For teams who build with agents

Your agents learned everything. Then the transcript scrolled away.

Every day your team ships work through agent transcripts. The knowledge lives there for a moment — then it's buried in a log no one reopens, and no one remembers what changed or why.

See the Atlas
Agents author · you approve · the team remembers
01 The problem

Your team's knowledge is dissolving into transcripts.

Six people, six agents, hundreds of transcripts a week. Every decision an agent made is in there somewhere — and the fewer times a human touches the work, the more of it slips into a log nobody reopens. The team ships faster and remembers less.

Follow one fact

Watch a single fact get pulled in, checked, and kept.

One real change, end to end — out of the transcript, past your review, and into a memory that won't let it fade.

The fact we're following
operation Validate merge
resource Conflict set
extracted from memo/conflict-detection · commit 3
extraction-agent · session log
user: the merge kept clobbering concurrent edits…
agent: I added a guard. Validate merge now reads the Conflict set before it applies.
agent: writing it to the branch now.
…2,000 more lines
operationValidate merge
resourceConflict set
memo/conflict-detection · commit 3 confirmed
+
operationValidate merge
resourceConflict set
you Correct — this is what blocks a bad merge. Approved.
Recall · answer in your own words
What does Validate merge read before it applies a change?
you
compare
RETENTION — THIS FACT 94%
time → now
Each lift is a recall you answered. The fuller the answer, the further out the next one lands.

Every decision your agent made is buried in a transcript no one reopens. Memo lifts it out as one grounded fact — a node, an edge, a source.

You read the change and confirm it's correct — or send it back. The moment you approve, the fact is yours, not the agent's.

Then Memo asks for it back in your own words — active recall is what actually fixes a memory. The agent grades your answer, a fuller one pushes the next review further out, and the facts linked to it are retained right alongside it.

02 Across the team

And when a teammate moves it, you'll know.

The same fact lives once, for everyone. When someone changes what you knew, Memo tells you what moved and why — and reschedules your recall. Nothing drifts out from under the team.

Early access

Put the knowledge back in your team's head.

Memo is in private beta. Leave your email and we'll send an invite when a seat opens.