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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

Pratip Rana

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Preprint Jul 2026

Verified Tool Calls Improve LLM Agent Reliability Under Non-Atomic Failures

The findings suggest that strengthening tool interaction semantics is a promising direction for improving LLM agent reliability without requiring modifications to the underlying language model.

Isham Kalappurackal Mansoor, Abhishek Phadke, Pratip Rana · 3 citations

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