Kimi vendor verifier – verify accuracy of inference providers

Kimi released K2.6 model alongside open-sourcing the Kimi Vendor Verifier (KVV), a tool for validating inference provider implementation accuracy. The company discovered widespread quality inconsistencies across third-party deployment providers—including incorrect decoding parameter handling and output validation. KVV provides six critical benchmarks to catch infrastructure failures and ensure models run correctly across different vendors.