🤖 state-harness: Protecting LLM Agents from "Token Spirals"
The state-harness library has been introduced—a runtime tool for monitoring the safety of LLM agents. It utilizes Lyapunov stability theory to detect "token spirals," where an agent begins to infinitely repeat context or perform useless actions.
🌍 It solves the problem of unpredictable resource consumption in complex multi-agent systems by allowing the implementation of protective mechanisms (circuit breakers) at the runtime level.
👤 Savings of up to 30-40% of the computation budget and rapid diagnosis of the causes of agent looping.