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Researchers introduce ledger-based zero-shot self-orchestration to improve coding performance. Orchestrated Qwen3.8 Flash Next reaches 93.0% pass@1 against Fable 5's 90.4% at 9% of the cost. Locally served, open-weight Qwen3.8-27B rises from 66.8% to 92.4% on the 100 latest hard LiveCodeBench problems. The method yields gains of up to 25.6 percentage points on pinned backends across eleven models.
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