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LLM agents are shaped not only by their language models but also by the runtime harness that mediates observation, tool use, action execution, feedback interpretation, and trajectory control. Life-Harness improves frozen LLM agents without changing model weights by converting recurring interaction failures into reusable interventions across seven deterministic environments.