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

VentureBeat
VentureBeat · 04/21/2026 12:55 EDT

Most orchestration frameworks were built for agents that run for seconds or minutes. Now that agents are running for hours — and in some cases days — those frameworks are starting to crack.Several model providers, such as Anthropic with Claude Code and OpenAI with Codex, introduced early support for long-horizon agents through multi-session tasks, subagents and background execution. However, these systems sometimes assume agents are still operating within bounded-time workflows even when they run for extend

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