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Best for coding

Ranked by DeepSWE - agentic software-engineering tasks on real repositories.

Ranked by DeepSWE - agentic software-engineering tasks on real repositories. Source: Epoch AI. Variants (reasoning effort, batch) are folded into one row.

#ModelCapabilityReasoningCodingContext$/M
1GLM 5.3Z.ai (Zhipu AI)155.690.969.01.31M$2.15
2Kimi K3Moonshot AI157.793.168.51.05M$6.00
3GLM 5.3 FlashZ.ai (Zhipu AI)151.990.263.41.31M$0.24
4GLM 5.2Z.ai (Zhipu AI)151.891.943.81.05M$1.51
5Kimi K2.7 CodeMoonshot AI150.087.930.5262K$1.32
— means no published score from that source yet · click a model for every benchmark with its source

New - awaiting independent evaluation

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Not ranked until an independent evaluator (Epoch AI) publishes scores. We don't use vendor-reported benchmark claims for rankings.

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