AI-Powered Impact-Based Testing for Faster, Safer Releases
The Smart Engine uses artificial intelligence to optimize software testing by identifying the tests most relevant to each code change. It analyzes code modifications, dependencies, historical test results, semantic relationships, and test reliability to predict potential impact. By executing only the required subset of tests, it reduces feedback time and avoids the cost of repeatedly running the entire test suite.
The approach improves developer productivity while maintaining confidence that critical defects are not overlooked. With every test cycle, the engine learns from new outcomes and continuously adapts to the application and its evolving codebase.
About the speaker
Srikanta Sahoo:
Srikanta Kumar Sahoo is an experienced technology professional specializing in artificial intelligence, machine learning, and software engineering. He is passionate about designing intelligent, scalable solutions that solve real-world business challenges. With expertise in LLMs, data-driven systems, backend development, and cloud technologies, he combines technical depth with strong leadership and problem-solving skills. He enjoys mentoring teams, exploring emerging technologies, and turning innovative ideas into reliable products.
Navneet Goyal:
Navneet Goyal is a Senior Architect at UKG with 20+ years of experience in Quality Engineering, Software Architecture, Resiliency, DevOps, and enterprise test automation. He has led large-scale QE and CI/CD transformations across 50+ teams, improving automation, release confidence, and engineering efficiency. His current focus is on applying AI to intelligent test execution, automation efficiency, and developer productivity. Navneet has previously worked with Amazon, Oracle, and Adobe Systems and has presented at international SQS conferences in Bilbao, Spain.
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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