Kimi report reveals a wide internal benchmark suite for coding and agent skills
stochasticchasm · x · 2026-07-28
The screenshot shows the internal-evaluation chapter of a Kimi report. It says the team maintains a large set of in-house benchmarks beyond public suites so it can track evolving failure modes and guide data and training iterations.
The benchmarks span three buckets:
- Coding capability and experience: Kimi Code Bench 2.0, Kimi Webdev Bench, and practical coding-agent experience.
- General agent experience: 24/7 ClawBench 2.0, MIRA Bench, KAET, CLIF, Agentic Vision Bench, Swarm Bench, and Online Experience.
- Conversational experience: mentioned as part of the broader evaluation stack.
The author’s point is that the internal benchmark set is broad enough to reveal where the model is strong or weak, and that public versions of some of these would be especially valuable.
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