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The paper introduces PRO-LONG, which uses a programmatic, lossless memory system for AI agents, storing all past actions in a structured text log. This approach significantly improves long-horizon reasoning and performance on ARC-AGI-3 games while using fewer tokens than stronger specialized systems.