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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

Author

Shrey B. Shah

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Open access Sep 2026

Large language models for tympanostomy patient education: readability and guideline adherence.

PURPOSE To evaluate the accuracy and readability of large language model (LLM)-generated patient education materials regarding tympanostomy tube placement. METHODS Over a two-month period, ChatGPT 4o, Gemini 2.5 Flash, and Google Search AI were prompted daily using long-form and layered prompt formats covering typica...

Shreeya R. Bahethi, Hetal Lad, Shrey B. Shah et al. · 0 citations
Open access Sep 2026

Evaluating AI-Generated Tonsillectomy Guidance Against Clinical Practice Standards

Background/Objectives: Artificial intelligence (AI) tools are used in clinical education and patient communication. Concordance with American Academy of Otolaryngology–Head and Neck Surgery Foundation clinical practice guidelines (CPG) and overall readability remain poorly defined. Methods: Over 2 months, ChatGPT, Goog...

Hetal Lad, Shrey B. Shah, Shreeya R. Bahethi et al. · 0 citations
Preprint Aug 2026

Navigation-Informed Embeddings: Dense-Retriever Adaptation from Agent Search Traces

Agentic retrieval workflows produce query, retrieval, and stopping traces as a byproduct of answering questions. We study how these traces can adapt a deployed dense retriever to changing workflow distributions without new relevance labels, synthetic queries, or LLM judgments. We introduce Navigation-Informed Embedding...

Shrey B. Shah, Levent Ozgur · 0 citations

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