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
Open questions
The unfinished list lives in the lab
These notes are what we have worked out. The problems we have not solved yet are published too, and that board is the more honest half.
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