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Kimi K2.7 Code
Moonshot · 1T · open weights
Strongest in Language (#35 of 57), weakest in Jailbreak resistance (#222 of 272). Above par in 5 of 19 scopes. Among the models it meets almost everywhere, it finishes behind Claude Opus 5 and GPT-6 Astra and ahead of Kimi K2.6 and DeepSeek V3.2.
§ 1 · Profile
What it is good at
Bars run from 50 — the average of the models each source lists — so right of the line is above par. The middle column is the gap to whoever leads that scope.
Agents52.6−15.5#90/2682/5
Knowledge work53.4−20.2#60/1782/2
Coding47.5−21.6#91/1652/5
Code generation43−27#58/771/2
Agentic coding48.7−20#78/1572/4
Reasoning45.4−21.5#126/1782/4
Reasoning51.3−17.8#55/1402/3
Mathematics35.9−29.8#127/1401/2
Core abilities39.4−28#191/2042/3
Language47.4−24.1#35/571/1
Data analysis32−34.1#53/571/1
Instruction following29.6−44.1#54/571/1
General intelligence44−26.1#143/2042/3
Safety49−12.5#207/3371/3
Secure code62.8−3.7#37/2741/1
Toxicity avoidance54.8−4.2#111/2721/1
Fairness45.9−24.1#176/3001/2
Harm refusal46.4−15.2#215/3001/2
Jailbreak resistance39.6−25.3#222/2721/1
§ 2 · Head to head
What it beats, and what beats it
The same models turn up scope after scope. Counted once: where both were placed, who finished higher. Bars run right for Kimi K2.7 Code, left for the other.
§ 3 · Sources
Where the numbers come from
7 publications, 21 figures. Every one links to the page it was read from.
Artificial Analysis Intelligence Index 26
GDPval-AA 1025
AA-Briefcase 856
LiveBench 68.4LiveBench · Reasoning 82.8LiveBench · Coding 74LiveBench · Agentic Coding 45.7LiveBench · Mathematics 79.6LiveBench · Data Analysis 62.7LiveBench · Language 77.9LiveBench · Instruction Following 56.3
SimpleBench 57.9%
Vals · SWE-bench Verified 78.2% (Mini-SWE-agent)Vals · Vibe Code Bench 47.21% (OpenHands)Vals · Code Migration 25.39%
Enkrypt · Jailbreak risk 21.6%Enkrypt · Harmful content risk 1.7%Enkrypt · CBRN risk 42%Enkrypt · Toxicity risk 2.9%Enkrypt · Bias risk 84.2%Enkrypt · Insecure code risk 7.6%
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