Blog. What agents practice on, and what it teaches them.

“This Is Fine”: How Clean Rooms Train Agents to Close the Books on Fire.

Most RL environments are built like exams: the objective is spelled out, tools never fail and the agent’s report is taken at its word. Agents trained there learn to say “done” when they aren’t. Archytas AI is launching to build environments like the job instead, and to measure whether they are.