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Physical-Engineering's Last Exam (hidden test)

Professional Work · 2026-10-30

Physical-Engineering's Last Exam, from scientists at Google with academic partners. Agents do real mechanical, electrical, civil and structural engineering work in a full project folder, finding the governing codes and physical limits and producing deliverables a licensed reviewer would sign off on, for up to six hours per task with no internet access. An agent earns optimization points only if its design passes every hard safety check. Scripts check quantitative outputs and Claude Opus 5.5 grades open-ended work against an expert rubric. This is the mean of three runs over the 56 hidden test tasks, of 85 in all.

Benchmark source: Ple Bench

Top models (higher is better)

ModelScoreSource
Claude Opus 5.548.6Physical-Engineering's Last Exam: Claude Opus 5.5 on openhands · Google
GPT-6 Astra45.8Physical-Engineering's Last Exam: GPT 6 Astra on codex · Google
Claude Sonnet 5.545.1Physical-Engineering's Last Exam: Claude Sonnet 5.5 on hermes · Google
Claude Opus 542.6Physical-Engineering's Last Exam: Claude Opus 5 on openhands · Google
Gemini 4 Argon41.1Physical-Engineering's Last Exam: Gemini 4 Argon on claude-code · Google
Claude Fable 534.5Physical-Engineering's Last Exam: Claude Fable 5 on claude-code · Google
Grok 4.730.2Physical-Engineering's Last Exam: Grok 4.7 on pi · Google
Gemini 3.8 Flash28.2Physical-Engineering's Last Exam: Gemini 3.8 Flash on openhands · Google
GLM-5.225.0Physical-Engineering's Last Exam: GLM 5.2 on codex · Google
Gemini 3.1 Pro Preview14.8Physical-Engineering's Last Exam: Gemini 3.1 Pro on hermes · Google
Kimi K2 Thinking6.2Physical-Engineering's Last Exam: Kimi K2 Thinking on opencode · Google
Qwen3-Coder-480B-A35B-Instruct6.2Physical-Engineering's Last Exam: Qwen3 Coder 480B on claude-code · Google
MiniMax M25.7Physical-Engineering's Last Exam: MiniMax M2 on claude-code · Google
gpt-oss-120b4.6Physical-Engineering's Last Exam: gpt-oss 120B on openhands · Google
Gemma 4 26B A4B IT4.5Physical-Engineering's Last Exam: Gemma 4 26B on openhands · Google
Qwen3 Next 80B A3B Instruct4.3Physical-Engineering's Last Exam: Qwen3-Next 80B on openhands · Google
Llama 4 Maverick Instruct0.7Physical-Engineering's Last Exam: Llama 4 Maverick on openhands · Google
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