State-harness is a library (Rust core, Python SDK) that acts as a runtime monitor for multi-turn LLM agents. It uses Lyapunov stability theory to detect 'token spirals' and cost-explosive failure patterns, allowing it to terminate doomed tasks early and provide detailed failure diagnostics without extra LLM calls.