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Self-Harness and HarnessX frameworks let AI agents autonomously optimize their own runtime scaffolding. Self-Harness uses a three-stage loop to mine execution traces and propose fixes. HarnessX, from Xiaomi researchers, treats the harness as modular software and introduces harness-model co-evolution via GRPO, yielding a 14.5% average gain on benchmarks.
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