The Learning and Memory Lab
The model will change. The standard of judgment must survive it.
Cognition keeps the judgment you already earned inside the agents you already use, so the next session starts from the correction, the decision, and the standard, not a blank chat.
We let people off this list slowly. Jo approves every release before it reaches the product.
Loading
Release · September 24, 2026 · All news
Three ways the product could report success while doing nothing: a gate with no steps answering safe, a memory tool that was not remembering, and a memory write with no telemetry. All three fail closed or record both outcomes now.
curl -fsSL https://www.lamlab.ai/api/install/claude-upgrade | shUpdate once so the marketing banner, terminal announcement, and stub version all say 1.6.98: the same story your agent already sees from /api/update-announcement.