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Agent orchestration frameworks might be overkill: simply including the entire procedure in the system prompt yields better performance on procedural tasks.
Video LLMs can ace individual traffic video questions but still fail spectacularly at subtle counterfactual reasoning, revealing a critical blind spot for safety-critical applications.
