Continual Learning Exam

Evaluating how agents acquire, retain, and reuse experience across professional workflows.

Inside CLE

120 professional tasks. Five connected levels. Experience that carries forward.

Benchmark Design

120 tasks across 12 domains, with 23,981 input files and 16,125 rubric criteria. Explore the Benchmark →

Learning from Feedback

One submission, then a chance to revise. Explore what changes.

Full Leaderboard

The best configuration completes 47.7% of levels. Feedback and revision yield a median gain of 5.3 percentage points. View All Results →

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