Embodied First Exam launches as the first physical-world benchmark for code agents

ManlingLi_ · x · 2026-10-20

Manling Li's team launched Embodied First Exam, a benchmark asking what the first physical-world exam for code agents looks like after they've passed many digital-world exams. The project is open for contributions via website, technical report, code, and Discord — inviting researchers to bring their own agents and task suites. A unified interface drives real robots directly, demonstrated with a real buzz-wire run, with task diversity, transparent scoring rules, and a public leaderboard.

Related event: Embodied First Exam Launches: One Line of Code to Test Coding Agents on 1,090 Embodied Tasks(6 posts)→

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