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Building an agentic SDLC with a QA engineering mindset
Дата публикации: 18-08-2026 07:40:00
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.
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August 18, 2026
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.
Read the papers discussed: Cross-Layer Observability for LLM-Assisted Test Automation: A Reference Architecture and Web Feasibility Study and Cross-Layer Observability for LLM-Assisted Test Automation — Reference Implementation and Evaluation Data (v1.5.2, JSS In-Practice).
Connect with Suneet on LinkedIn and see more of his work on his website.
Congrats to user Sanjay for winning a Great Question badge for asking What does it mean to fork on GitHub?.
Login with your stackoverflow.com account to take part in the discussion.
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