The Long-Horizon Task Mirage? Diagnosing Where and Why Agentic Systems Break

“Researchers introduce HORIZON, a diagnostic benchmark to systematically identify where and why AI agents break down on long-horizon tasks. This work addresses a critical gap in understanding agent failures, enabling better diagnosis and comparison across domains—essential for building more reliable autonomous systems.”