Study: LLM Agent Behavior Collapses into Compact Finite State Machines

A paper shows that LLM agent traces can be collapsed into compact finite state machines with only 7-43 states, validated across 12 public datasets, enabling prediction of next actions and failures.

2026-09-02 ~ 2026-09-02 · 2 related posts

• Research: LLM agent traces reduced to 7-43 state maps — rohanpaul_ai · 2026-09-02
• Paper: Automata from Agent Traces for Failure Prediction — rohanpaul_ai · 2026-09-02