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.
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Release · October 4, 2026 · All news
A key stays attached to the workspace holding your memory. Recovery refuses a move that would hide it, access fails closed when a role cannot be confirmed, and executable skills run only in an isolated sandbox.
curl -fsSL https://www.lamlab.ai/api/install/claude-upgrade | shUpdate once so the marketing banner, terminal announcement, and stub version all say 1.7.3: the same story your agent already sees from /api/update-announcement.