AI Networking Cookbook: Practical recipes for AI-assisted network automation and development
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ShareMem is introduced, a memory architecture that shares reusable experience while grounding its application in the receiving user's own preferences, and improves step success, average task success, and dialogue-macro coding scores, respectively, over matched user-local memory across all four models.
StageML, a partial evaluation (PE) system that exploits the temporal boundaries between deployment, adapter loading, tenant request admission, expert routing, and token generation using a binding-time lattice, and the results show that PE complements low-level kernel optimization.
These findings demonstrate that high-level ECS simulation programs can be compiled into efficient GPU execution without requiring users to manually implement and coordinate low-level kernels.
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