# ControlScope: Workflow Revision and Reliability in LLM Agents > Source: > Published: 2026-09-29 03:00:01+00:00 How much of a running workflow should a language model agent revise? ControlScope compares continuing generated code, editing the next tool call's data arguments, and replacing the unfinished workflow from the same public execution state. The nested permissions separate available repairs from the ac