Kimi K2.6 agent orchestration challenges enterprise limits

Moonshot AI's new Kimi K2.6 model pushes the boundaries of AI agent execution, enabling continuous operation for days, a significant leap from previous agents running for minutes. This advancement highlights a critical gap in current orchestration frameworks, which were not designed for such long-running, stateful tasks. While competitors like Anthropic and OpenAI offer multi-session capabilities, Kimi K2.6's approach, utilizing up to 300 sub-agents, relies more on the model itself for orchestration rather than predefined roles. This evolution exposes the fragility of current systems in managing agent state and the need for more robust governance and architectural shifts to support persistent AI infrastructure.