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Introduces Pyligent, a training framework that uses task validators to label failures and teaches LLMs to backtrack during reasoning, improving solve rates on hidden graphs, Sudoku, and Blocksworld.
PlaceMem proposes a compute-aware memory plane for lifelong agents, using versioned memory capsules that unify semantic content and reusable runtime state to enable correction-aware reuse and avoid redundant computation.