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What does an agentic SDLC actually look like?

Motorola Solutions Senior Manager of Test Engineering Suneet Malhotra discussed building end-to-end agentic software development lifecycle (SDLC) pipelines using Model Context Protocols (MCPs), evaluating multiple LLMs-as-judges with Cohen's kappa, and improving requirements by shifting QA left through a specification enrichment stage after design. The conversation, hosted by Ryan, highlighted Malhotra's five-agent SDLC approach, with companion code available on his GitHub.

read1 min views9 publishedAug 18, 2026
What does an agentic SDLC actually look like?
Image: Stack Overflow Blog

Ryan welcomes Suneet Malhotra, Senior Manager of Test Engineering at Motorola Solutions, to chat about building end-to-end agentic SDLC pipelines using MCPs, using Cohen’s kappa to evaluate multiple LLMs-as-judges, and how you can improve requirements by shifting QA left through a specification enrichment stage immediately after the design phase.

You can learn more about Suneet’s five-agent SDLC (and see the companion code) on his GitHub.

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