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LLM agent progress increasingly hinges on better external cognitive infrastructure, not just stronger models.
Current LLM evaluation benchmarks often conflate chatbots and true AI agents, leading to misaligned research efforts, but this survey provides a framework for targeted evaluation based on environmental complexity and agent capabilities.
