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Sponsored AI AM CLAUDE, A Beginner's Guide: Learn the basics of working with AI AI AM CLAUDE, A Beginner's Guide: Learn the basics of working with AI

Author

Suresh Babu Narra

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Review Open access Aug 2026

Enterprise Validation and Governance of Knowledge-Grounded and Agentic AI Systems: Challenges, Solutions, and a Trustworthiness Assurance Framework

It is concluded that validation and governance of grounded and agentic AI must be treated as a first-class enterprise reliability engineering discipline — auditable, thresholddriven, and embedded across the inference lifecycle — rather than as an extension of conventional model evaluation.

Suresh Babu Narra · 0 citations
Conference Jul 2026

Operationalizing Large Language Models for Automated Software Requirement Interpretation and Change Impact Analysis

In fast-evolving software systems, effective 'natural language requirements parsing' and downstream change effect analysis capability across a multitude of codes represents low-hanging-fruit in this regard. We present a structured framework to deploy Large Language Models (LLMs) for automating two essential software en...

Nithya Krishnan, Kumaran Ramanujam, Suresh Babu Narra et al. · 0 citations

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