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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

Thanh Nguyen

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Preprint Aug 2026

REST API Testing with Verified LLM-Inferred Dependencies and Response-Driven Refinement

APIPilot first derives candidate producer-consumer dependencies from OpenAPI specifications using structural heuristics and LLM-based semantic reasoning and validates them through concrete API executions before using them for test generation, outperforming both LLM-based and traditional REST API testing baselines.

T. Nguyen, Thanh Nguyen, H. Nguyễn et al. · 0 citations
Jul 2026

CoFiLoc: A Coarse-to-fine LLM-based framework for method-level bug localization

CoFiLoc first performs structured bug report denoising to extract high-value technical information, and then progressively narrows the candidate space by integrating lightweight dynamic execution evidence, stack-trace-guided structural signals, and dual semantic-lexical ranking, before applying LLM-based reasoning over a compact set of fault-relevant methods.

Nham Cao, Nhut Tien Nguyen, Thanh Nguyen · 0 citations

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