Ayush Balyan

Benchmarking the responsiveness of LLM-based agentic systems under controlled mid-task perturbations

A responsiveness evaluation framework that pairs three agent architectures (ReAct, Reflexion, and Plan-and-Execute) with three deterministic synthetic environments (tool planning, debugging, and constraint planning) and injects tool denial, goal modification, or constraint injection at graded severity is presented.