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Artur Chwałek

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#reinforcement learning Open access Oct 2026

Groundhog Loops: A Time-Loop Testbed for Measuring Learning Speed and Tactic Formation in AI Agents

The project defines a test environment inspired by the time-loop mechanism featured in the film Groundhog Day. An agent attempts to complete a task; if it makes an error classified as fatal (or exhausts its step budget), the environment is restored to a previously saved checkpoint, while the agent retains a complete, s...

Artur Chwałek · 0 citations

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