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Contributing Writer
Suneet Malhotra is an independent practitioner-researcher in software quality, test automation, and reliable AI systems. An IEEE Senior Member with more than 20 years of engineering experience, he writes about the operational evidence teams need before trusting AI-assisted software changes.
When an end-to-end test fails after a front-end change, the repair often looks routine. A class name changed. A button moved. A selector that used to be unique now matches two elements. A self-healing system inspects the page, proposes a new locator, reruns the test, and gets a green result. That green result is useful, [โฆ]
Aug 19, 2026 ยท 3 min