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Functional testing in large enterprises often fails because requirements, teams, data, automation, and environments are not aligned. This blog explains the common failure points an...
A deployment can pass every gate in a pipeline and still be wrong. This sounds like a contradiction until you look closely at what pre-deployment checks actually verify. Unit tests...
You adopted autonomous testing to move faster, reduce manual effort, and ship with more confidence. On paper, it's working. Pipelines pass, coverage looks solid, dashboards show gr...
For weeks my CI badge was green and I believed it. Safari MCP is an open-source tool that lets an AI coding agent drive a real, logged-in Safari — click, type, read the page, swit...
Learn about functional testing and its types, techniques, tools, and processes to validate the software application's effectiveness.
Learn what automated functional testing is, which functional test types to automate, key techniques, and best practices to release reliable web apps faster.
Engineering teams are not evaluating whether AI belongs in their testing workflows anymore, but are discovering, sometimes painfully, that the architectural decisions they made whe...
I was building an AI agent that reads log files, calls APIs, and runs tools based on user instructions. Standard stuff for anyone working with LLM-based automation today. I wrote P...
You have an AI coding assistant open. You describe a function, it produces 40 lines of clean, well-structured code in under ten seconds, you review it briefly. It looks right, and...
There is a number that engineering organizations love to report, and that engineering leaders love to receive: 100% code coverage. It has the satisfying quality of completeness. Bu...
Large capital projects, from oil and gas facilities and LNG terminals to offshore platforms, refineries, pipelines, and utility-scale renewable energy assets do not fail because...
There is a pattern that repeats itself across engineering organizations regardless of team size, tech stack, or industry. A sprint ends. Features are shipped. The QA team is still...
A test can pass for the wrong reason. When you're mocking a third-party API call, the test might look green because the real API happened to return an error, not because your mock...
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