6 min read
Research Researchers at ICML 2026 introduce OTora, a red-teaming framework for Reasoning-Level Denial-of-Service attacks on LLM agents. The attack inflates reasoning token consumption by up to 10x and causes order-of-magnitude latency spikes while keeping task outputs correct -- making it invisible to standard error monitoring.