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

Victor Gao, Vida Khosrowshahi, Ali Khosrowshahi +4

Multi-agent large language model systems are widely reported to beat single-model baselines, but the evidence is mixed, and comparisons are usually confounded: pipelines change tok…