Panel Discussion: The Agentic Software Factory That Enterprises Actually Need | TestMu 2026
The first wave of developer AI focused on helping individuals write code faster. The next wave is where agents transform the entire software delivery lifecycle. But enterprises have different needs. They do not simply need more code generated faster. They need an agentic software factory that operates with quality, control, reliability, and accountability at scale.
That takes more than deploying coding agents. Enterprises must be able to modernize large, complex codebases, ensure consistent standards across thousands of repositories, validate AI-generated changes, manage security and compliance requirements, resolve production issues, and determine whether increased AI usage is producing better engineering and business outcomes. The goal isn't tokenmaxxing. It’s outcome-maxxing.
This session brings together leaders building different layers of the emerging agentic software engineering stack to examine what it takes to move from isolated coding copilots to a connected, enterprise-grade engineering system. The discussion will explore how organizations can introduce greater automation while maintaining visibility, governance, reliability, trust, and human oversight.
Attendees will leave with a clearer view of what an enterprise-ready agentic software factory looks like, which parts of the lifecycle are ready for deeper automation, and what enterprises must put in place before they can trust agents to build, change, and operate critical software.

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Testμ(TestMu) Conference is TestMu AI’s (Formerly LambdaTest) annual flagship event, one of the world’s largest virtual software testing conferences dedicated to decoding the future of testing and development. Built by the community, for the community, it’s a space where you’re at the center, connecting, learning, and leading together. From deep-dive sessions on emerging trends in engineering, testing, and DevOps, to hands-on workshops and inspiring culture-driven talks, every experience is designed to keep you at the heart of the conversation.

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