GVS5H: Zero-Shot Self-Orchestration with Ledger-Based Control for Improved LLM Coding Performance

arXiv:2608.26480v2 Announce Type: replace-cross Abstract: Frontier coding performance is typically attained with large, costly proprietary models. We introduce ledger-based zero-shot self-orchestration (GVS5H), a training-free method in which fresh instances of one model decompose problems and…

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GVS5H: Zero-Shot Self-Orchestration with Ledger-Based Control for Improved LLM Coding Performance · TechNews