Topic
Kimi K2 6
3 episodes
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Kimi K2.6 runs agents for days — and exposes the limits of enterprise orchestration
Exploring Next, episode 311. We look at Kimi K2.6 and why agents that run for hours or days are exposing a weak spot in enterprise orchestration, governance, and state management.
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Kimi K26 Is the Open Model Release
Justy and Cody dig into why Kimi K2.6 lands at exactly the right moment for people trying to run long-lived coding agents: it’s open, strong on coding, and can actually see screenshots and video without bolting on a separate vision model. They unpack the 1T MoE design with 32B active parameters, the 262K context window, benchmark wins that matter, and Moonshot’s bigger bet on tool-heavy, long-horizon agent work. They also separate the impressive parts from the marketing gloss, then close with concrete stuff to try this week.
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Moonshot AI Releases Kimi K2.6, Beats Top US Models On Some Benchmarks
Justy and Cody dig into why Kimi K2.6 matters right now: not because of a flashy leaderboard screenshot, but because it appears unusually strong at the stuff teams actually pay for — coding work, tool use, and long-running task execution. They unpack the benchmark wins, the 12-to-13-hour autonomous coding demos, the scaled-up agent swarm design, and what Moonshot seems to be optimizing for. They end with concrete things to try if you want to test this class of model yourself.