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ISSUE 498MORNING
China, Moonshot AI, Kimi K3.1 Pro, Open-Weight Models, Long Context, Coding Agents, Multimodal Systems, Benchmarks, API Pricing and Reproducible Evaluation
Kimi gave a 3T model a million-token desk. Keep the work trace
Kimi K3.1 Pro arrives with a one-million-token context window, agent benchmarks and lower API prices than its predecessor. The useful comparison is not one score. It is a reproducible trace of the whole job, including tools, retries, evidence, cost, human repair and outcome.