Why Does AI Suddenly Need Forward-Deployed Engineers?
Forward-deployed engineers are not new. For years, they have worked between complex products, difficult customer problems and real-world delivery.
So why has AI suddenly made the role feel like the future of engineering?
Is the current excitement recognition of a proven model—or an industry-wide attempt to solve the uncertainty of AI adoption by creating a new kind of "everything engineer"? Does the role represent a durable shift in how technology will be built and deployed, or is it a temporary answer while products, organisations and skills catch up?
This talk looks beyond the title to ask what is genuinely changing—and what may simply be old work amplified by new hype.
Key Takeaways:
Understand why forward-deployed engineering has re-emerged so strongly in the AI era, despite not being a new model.
Separate the enduring value of the role from the hype surrounding its current label.
Examine whether the "everything engineer" expectation strengthens delivery or dilutes technical and domain expertise.
Identify the skills worth building for the long term, regardless of whether the FDE title survives.
About the speaker
Harinee Muralinath:
Harinee Muralinath is a Director and Business Information Security Officer at Thoughtworks, leading information security for India and the Middle East, as well as security for the company's AI platform initiatives. She has previously served as Quality Analyst, Head of Capabilities, Head of Security for India and Global Security Community Lead. She is the co-author of The Value Vector: Building Scalable Generative AI-Based Applications and a technical reviewer of books on MCP and MCP security. A multiple women in corporate awards recipient, including recognition for innovation, Harinee is passionate about mentoring women and young technologists, contributing to open source, writing and sharing knowledge with the wider technology community. She regularly speaks at national and international conferences on AI security, software quality and secure engineering. Her published work includes perspectives on DevSecOps, cybersecurity, responsible AI and building security into software-delivery culture.
About
TestMu Conf
Testμ (TestMu) is the world’s largest virtual conference on agentic engineering and quality, built by the community, for the community. As AI reshapes how we build, test, and ship software, Testμ Conf is where you connect, grow, and lead: agentic workflows, autonomous quality, battle-tested AI playbooks, hands-on workshops, and the engineering culture driving it all.
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