AAMAS 2026 · Poster
Proceedings ↗ · Full version ↗
How does information change as an LLM agent makes sequential tool calls? We study cumulative distortion using a hybrid measure of fact preservation and semantic similarity. Under the stated assumptions, a martingale analysis gives concentration bounds around cumulative drift. The figure contrasts uncontrolled information loss with a workflow that periodically re-grounds the agent.
