Last year, in our session Ship Code Without Writing It, we spoke about how AI was changing the way developers move from an idea or ticket to working code.
This year, the story has moved beyond individual developers. Across our organization, we have seen AI-assisted development evolve from a productivity boost for engineering teams into a larger shift in how software gets imagined, built, validated, and taken to production.
In this session, we will share our experience of how development teams, business teams, and quality teams started using AI in different parts of the software creation journey. We will talk about what changed when business users became more active participants in building internal tools, how engineering teams adapted to this shift, and why quality became even more important when software started moving faster.
We will also share practical lessons from scaling this approach to 100+ production applications, including what worked, what surprised us, and where human judgment still matters.
The session is not about AI replacing engineers. It is about how their roles are evolving as AI changes the speed, ownership, and structure of software delivery.
AI-assisted development is moving beyond developer productivity and changing how software is imagined, built, validated, and delivered.
Business teams are becoming active participants in software creation, not just requirement providers.
Engineers are not being replaced, their roles are evolving toward platforms, guardrails, validation, and governance.
When software starts moving at AI speed, quality needs to shift earlier into requirements, prompts, workflows, test cases, and review loops.

TestMu Conf
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.

From AI Assistants to AI Coworkers: How Engineering Teams Ship Faster with Enterprise Context
TestMu 2026
Keynote: Beyond Benchmarks - Evaluating Agents Against What They Are Actually Supposed to Do
TestMu 2026
Panel Discussion: Money Moves at Machine Speed - Trust, Risk, and Quality in Agentic Finance
TestMu 2026
From Load Testing to Reliability Engineering: Making Performance Testing Predict Production Behavior
TestMu 2026
Panel Discussion: Who Tests the Machines? QE Leaders on Quality in the Age of AI-Written Code
TestMu 2026
Fireside Chat: The Economics of AI Agents: How Startups Are Rethinking Value and Monetization
TestMu 2026
Panel Discussion: Mission-Critical Priorities in Quality Engineering: The Leader's Playbook
TestMu 2026