Authors: S Sabouri, Z Saghi, R Huang, S Maladi, E Eufracio, S Gulwani, S Chattopadhyay Status: Under submission, 2026

Summary

How users audit and retain control over AI agents acting inside spreadsheets. First-author work; co-authored with Sumit Gulwani, connecting to the Microsoft PROSE internship.

Microsoft PROSE — Applied Scientist Intern — Sumit Gulwani co-authorship, summer 2026. Thread: Human-AI Interaction in Knowledge Work — the research thread; this study takes the oversight question to users who do not write code. Sumit Gulwani — co-author.