$\text{YC-Bench}$: Benchmarking AI Agents for Long-Term Planning and Consistent Execution

Muyu He, Adit Jain, Anand Kumar +4

As LLM agents tackle increasingly complex tasks, a critical question is whether they can maintain strategic coherence over long horizons: planning under uncertainty, learning from…