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Case study · Idp

It found its own blind spot and fixed it the same day.

agnte built Idp, a document AI platform, with a fleet of agents. Then it caught the gap between done tasks and a working product.

1,035commits on dev in about 4 days
14 dayscontinuous operation
5,793tasks run
9root causes found and fixed in one day

Source: live agnte database and Idp MVP assessment, 2026-10-07 to 2026-10-12.

The short version

On 2026-10-11 the Idp milestone showed MVP 100% done while a new user could not sign up on the dev server. agnte's own review traced it to nine causes in the platform and shipped the fix in release 0.19.109 the same day.

The build

Between 2026-10-07 and 2026-10-11, agnte agents made 1,035 commits to the Idp dev branch. The fleet ran across three machines and a pool of Claude Code subscriptions, with every request logged and every task on the GitHub board.

The gap

The milestone reported MVP 100% done. But a brand-new user could not sign up on the dev server. Tasks were complete; the product was not.

What agnte found

agnte's review traced the problem to nine causes inside the platform, including:

  • Done tasks were counted as a working product.
  • The browser tester never completed a run.
  • A failed deploy had no priority.
  • Findings flooded the queue.
  • Nobody owned the user experience.

The fix, same day

Release 0.19.109 shipped a product journeys gate (done means the user journey passes on the served version and the product owner accepts it), an MVP-blocker priority, a UX review after every deploy, and the deploy fix itself.

Why it matters

The system found its own blind spot, explained it with evidence and closed it. That is what running agents as a managed team buys you.

FAQ

About this case

What did agnte build in the case study?

Idp, a document AI platform. The agents made 1,035 commits on the dev branch in about four days.

What went wrong?

The milestone showed MVP 100% done while a new user still could not sign up on the dev server.

How was it fixed?

agnte traced nine causes in its own platform and shipped release 0.19.109 the same day, adding a product journeys gate, MVP-blocker priority, a UX review after every deploy and the deploy fix.

Put your coding agents to work as a team.