Author name: Will LeVine, Brendan Evers, Sam Saltwick, Abhay Venkatesh

arXiv:2605.09730v2 Announce Type: replace
Abstract: Iterative self-refinement is a popular inference-time reliability technique, but its effectiveness in code-mode tool use depends heavily on the structure of the feedback signal: unstructured critique…

arXiv:2605.09730v1 Announce Type: new
Abstract: Iterative self-refinement is a popular inference-time reliability technique, but its effectiveness in code-mode tool use depends heavily on the structure of the feedback signal: unstructured critique hel…