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LiveUpdated 2026-11-06 16:50 UTC

PLE

PLE is 🌐 Leaderboard. It is ranked #527 on the AI Radar, in AI agents, first seen 13 days ago and shared in 2 posts (33.7k views).

Visit ple-bench.com

What PLE says about itself

Physical-Engineering’s Last Exam (PLE) tests AI agents on real-world engineering: 85 expert-reviewed tasks across calculations, drawings, and design reviews.

Physical-Engineering’s Last Exam Physical-Engineering’s Last Exam Sign in with GitHub Sign in with GitHub Physical-Engineering’s Last Exam Testing AI agents on real-world engineering. 85 expert-reviewed tasks across calculations, drawings, and design reviews. See the leaderboard arXiv GitHub Dataset Engineering disciplines in practice Design a structural frame to carry gravity and lateral loads. Structural engineering, 10 tasks Design a site layout for buildings, grading, and utility routes. Civil engineering, 18 tasks Design a switchboard and feeder layout for the connected loads. Electrical engineering, 27 tasks Design a cooling loop to…

What people said about PLE on X

We're proud to have collaborated on a new benchmark built by @GoogleAI: Physical-Engineering's Last Exam (PLE). Physical engineers design the skyscrapers, power grids, and chip fabs we rely on, yet no existing benchmark tested whether AI agents could do that work end to end. Together with Google and practicing…

— @mercor, 2 days ago Ā· 219 likes Ā· see the post

Physical engineering eval. The ranking is largely as expected. Btw this is the first V4.1F. I wonder how 1017 improves; also, how well K3.1 does. It's believed that true spatial-loaded tasks inherently favor high active param models…

— @teortaxesTex, 13 days ago Ā· 96 likes Ā· see the post

Alternatives to PLE

PLE in numbers

FAQ

What is PLE?

🌐 Leaderboard It was first shared on X 13 days ago and is ranked #527 on the AI Radar.

Is PLE free?

Pricing is not stated on the page we read.

Who shared PLE?

2 accounts on X, including @mercor, @teortaxesTex, in 2 posts totalling 33.7k views.

Every post is read and classified by AGK Intelligence: what it is, which market it belongs to, and whether the link is a real tool. 65.5k posts from 5k X accounts over the last 14 days, 10.4k tools, 19 markets. New posts are collected several times an hour and the full ranking is recomputed every hour — last update 2026-11-06 16:50 UTC. Full method.