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Creative agents can now maintain context and evolve projects in real-time, transforming how we approach multimodal production.
Self-distillation in a verifiable environment enables web agents to achieve competitive performance without reliance on external teacher models.
LLM agents still fail to reliably automate real-world workflows, with even the best models succeeding on only two-thirds of tasks in a new live benchmark.
Agent-World reveals that self-evolving environments can dramatically boost agent performance, outperforming established models by leveraging dynamic task synthesis.
Even the best multimodal agents struggle with realistic visual scenarios, achieving only 27% accuracy on the new AgentVista benchmark that demands long-horizon tool use across web search, image search, and code.
