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Sponsored AI Networking Cookbook: Practical recipes for AI-assisted network automation and development AI Networking Cookbook: Practical recipes for AI-assisted network automation and development

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Junaid Ahmed Khan

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#small language model Preprint Sep 2026

Symbolic Separation: Grounding Deep Agents in Knowledge Graphs for Trustworthy Operational Data Analytics

This work proposes symbolic separation: a deep agent reasons freely but may act on data only through an ontology-constrained Virtual Knowledge Graph with deterministic pre-execution validation, like a tool API's interface contract, but which turns a complex question into one validated graph traversal instead of LLM-inf...

Baibek Davletiyarov, Junaid Ahmed Khan, Andrea Bartolini · 0 citations

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