Atlas

Benchmarks

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CyberBench v1.1 PoC

Agents

The 60-task proof-of-concept track of CyberBench v1.1, evaluated in offline sandboxes with a hardened clean-room grader. A submitted input must crash the vulnerable build and, when the differential oracle is valid, avoid crashing the fixed build.

Top models (higher is better)

ModelScore
Muse Wonder75.0
Gemini 4 Argon70.0
Kimi K368.3
GPT-6 Sol66.7
GPT-6 Luna65.0
MiMo-V2.6-Flash65.0
GPT-5.6 Luna63.3
GPT-5.6 Sol63.3
Muse Spark 1.363.3
Muse Wonder Full63.3
Claude Haiku 5.561.7
DeepSeek V4.1 Flash61.7
Grok 4.561.7
DeepSeek V4 Pro 081360.0
MiMo-V2.6-Pro60.0
DeepSeek-V4-Flash-073156.7
GLM-5.356.7
GPT-5.6 Terra56.7
Grok 4.655.0
Grok 4.755.0
Inkling55.0
Inkling-Small55.0
MiniMax M355.0
Ember-153.3
Muse Spark 1.253.3
Qwen3.8 27B51.7
GLM-5.3 Flash50.0
Gemini 3.5 Flash-Lite45.0
Hy4 Preview45.0
Sonnet 541.7
Mercury 2.526.7
Nemotron 3.5 Lightning 30B A3B BF1625.0
Gemini 3.6 Flash5.0
Gemini 3.7 Flash0.0
Gemini 3.8 Flash0.0
GPT-6.1 Sol0.0
GPT-6 Astra0.0
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