Author

Victor Gao

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#small language model Preprint Aug 2026

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

The effect of introducing the manager-worker scaffold over a shared filesystem workspace, with no training and no per-benchmark tuning, measured against the same model answering in a single pass is investigated, finding several mechanisms behind the gains.

Victor Gao, Vida Khosrowshahi, Ali Khosrowshahi et al. · 0 citations