Kimi K2.6 runs agents for days — and exposes the limits of enterprise orchestration

Moonshot AI introduced Kimi K2.6, a model built for continuous agent execution over multi-day periods.

It is designed to coordinate large agent swarms for long-running work, beyond the short-lived workflows enterprise tools were made for.

The article argues that today’s orchestration systems are struggling with state, tool use, governance, and rollback for these agents.

As agents shift from minutes to days of autonomous work, enterprises need stronger control, recovery, and reliability mechanisms.