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 · September 28, 2026 · All news
A workspace had more than one current state because readers each picked a different save. There is now one definition of what a key currently is, and a save that would empty a field it was not sent refuses instead of wiping it.
curl -fsSL https://www.lamlab.ai/api/install/claude-upgrade | shUpdate once so the marketing banner, terminal announcement, and stub version all say 1.7.0: the same story your agent already sees from /api/update-announcement.