Group-chat coordination
A main coordinator runs the conversation and dispatches subtasks to specialists (sysadmin, programmer, terraform, ansible, hpc), narrating its reasoning as a live thinking trace.
One human, a coordinator, and a team of LLM specialists driving real infrastructure — tool-gated, human-approved, fully audited.