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Researchers achieve 95.3% accuracy on Terminal-Bench 2.1 using DeepSeek V4 Flash and StateM, matching GPT-5.6 Sol Max performance and exploring agent improvement beyond model scaling.
Proposes Life-Harness, a method that improves frozen LLM agents by adapting the runtime interface instead of model weights, achieving an average 88.5% relative improvement across 126 settings and 18 backbones.