The Observability Gap: Why Output-Level Human Feedback Fails for LLM Coding Agents

Yinghao Wang, Cheng Wang

Large language model (LLM) multi-agent coding systems typically fix agent capabilities at design time. We study an alternative setting, earned autonomy, in which a coding agent sta…