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

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

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AI-flagged phrases in this article

Technical, factual language without emotional or loaded termsMultiple sources and perspectives from various companies and practitionersBalanced presentation of both achievements and challenges in the technologybalanced source selectionneutral technical languageinclusion of critical expert perspectivesHeadline framingQuote selection biasPassive vs active voicePositive framing of Moonshot AI's capabilities compared to competitorsInclusion of expert quotes that reinforce the narrative of innovationOmission of direct counterarguments against Moonshot AI's approach

These phrases were flagged by our AI models as potential bias indicators.

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