The authors describe "ledger-based zero-shot self-orchestration", a method that needs no training. Fresh instances of one model split a problem into tasks and coordinate through a shared workspace holding a plan, notes and the current…
In the News: October 25, 2026 (Morning)
A training-free manager and worker harness claims to lift open-weight Qwen models to frontier coding accuracy on LiveCodeBench Hard, with the benchmark under challenge.
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