SEP 4, 2026 · PREPRINT
How to Speculate about Uncertainty in Agentic Coding? A Draft-Model Gate Method
arXiv
A first-application method paper presenting a novel technique for uncertainty quantification in LLM agents with empirical validation on two models, but lacking peer review, rigorous statistical reporting, and independent replication.
Reported
Execution error rate reduction6–8 percentage points
Token cost reduction14–19%