AI Networking Cookbook: Practical recipes for AI-assisted network automation and development
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This work introduces SCHEMEARENA, a 400-scenario benchmark for scalable scheming stress testing, constructed through a factorized scenario synthesis framework spanning diverse safety-relevant tool domains, instrumental goals, oversight conditions, and pressure mechanisms.
It is revealed that current agents can explore novel regions of the solution space but lack the capacity to convert this novelty into improved task performance, and that LLMs exhibit greater H-Creativity than medal-winning humans, yet achieve lower performance.
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