provisioning browser…
✓ page loaded
✓ screenshot captured
The agent can see a page.
It does not yet understand failure.
A product development story · 2025—2026
Then we spent 323 days teaching them the hard part: how to see, act, recover—and leave behind a story another human or agent can trust.
The web was built for eyes, hands, and intuition. Agents arrived with none of the above.
The first commit landed August 20, 2025. The premise fit in one line. The consequences did not.
02 / Six versions of seeing
Every phase solved another layer of the same question: how does an agent interact with the web without making the work feel like a black box?
Verified snapshot from raw Git history and the memory wiki on July 9, 2026.
04 / What Git cannot remember
Commits say what changed. Memory says why: auth outages, CORS drift, billing pivots, a broken install command, and the patterns that prevented the same mistake twice. This story drew from 264 memory pages.
05 / The most ThinkRun part
The first artifact estimated six numbers, called them verified, then invented a plausible caveat. Independent recomputation caught it.
A product built to make agents observable had to observe itself.
This is not the end
Record the problem once. Give your agent the screen, voice, clicks, console, and network—time-synced, inspectable, ready to act on.
See what ThinkRun sees ↗