Research
Notes from the work
Things that were harder than expected, and what we changed. Written by the people who hit the problem, not by a content team.
AI AgentsLatest note
An agent is a workflow, not a chat loop
Most agent reliability problems are not model problems. They are state management problems wearing a costume.
6 min
Earlier notes2 notes · newest first
01
In commerce, hallucination is a returns problem
Product-answer accuracy is usually discussed as a model quality issue. On a storefront it shows up in the P&L.
AI Commerce 5 min
02
On-chain balances need a confirmation state
Most reconciliation pain in Web3 products comes from treating a chain read as a settled fact.
Web3 4 min
The lab
The people behind the notes
Who writes them, what they built before, and the rules the lab keeps.
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