AI Networking Cookbook: Practical recipes for AI-assisted network automation and development
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LiveMACEBench is introduced, a process-aware benchmark that uses live financial markets as a naturally evolving testbed for persistent LLM agents, demonstrating that mechanism access, effective mechanism use, and downstream performance are not interchangeable measures of agent capability.
Initial evidence is provided that pretrained world knowledge can support reusable realized-progress evaluation and provide useful supervision for long-horizon agents.
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