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[Paper] $\texttt{YC-Bench}$: Benchmarking AI Agents for Long-Term Planning and Consistent Execution

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Summary

YC-Bench is a new benchmark designed to evaluate AI agents' capabilities in long-term planning, consistent execution, and strategic coherence. It tasks agents with running a simulated startup over a one-year horizon, requiring them to manage employees and select contracts across hundreds of turns. This benchmark aims to assess how well agents can plan under uncertainty, learn from delayed feedback, and adapt to compounding mistakes.

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