AI Networking Cookbook: Practical recipes for AI-assisted network automation and development
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This work introduces EnvOS, a framework for building and certifying environments that change mid-task, and applies it to stale information, where a value the agent has already seen changes before the agent acts on it.
Generating several solutions can expose alternative methods, but additional trajectories often paraphrase one dominant approach. We investigate whether the conditional capacity of a frozen sparse mixture-of-experts (MoE) model can provide such diversity from one problem prompt, without user-assigned roles, prescribed m...
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