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...