Capabilities & practical fit
Coding & agents
Launch targets coding and long agent workflows; benchmark claims not reproduced here.
Routing & classification
Can participate in tool workflows; bounded decision calibration remains unverified.
Output & integration
Hosted access announced across Kimi products and API; downloadable weights planned by November 4, 2026.
Editorial fit
Editorial interpretation: compare on your workload. Planned weights do not establish present self-hosting availability or a verified open-source license.
Capability descriptions reflect provider positioning. Editorial fit is an interpretation, not a measured benchmark.
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