I've been reading Gergely Orosz's deepdive on what happens to Software Engineering when AI writes almost all of the code( link in comments).It's a thoughtful, well-researched piece.And it got me thinking about QA.Because in all the AI discourse right now, testing is often not mentioned.And yet the capability to generate entire test suites with AI? It's already here.Tools like Claude Code and OpenAI Codex can produce full frameworks without a human writing a single line.So the uncomfortable question for me and maybe you becomes:
I've been reading Gergely Orosz's deepdive on what happens to Software Engineering when AI writes almost all of the code( link in comments).It's a thoughtful, well-researched piece.And it got me thinking about QA.Because in all the AI discourse right now, testing is often not mentioned.And yet the capability to generate entire test suites with AI? It's already here.Tools like Claude Code and OpenAI Codex can produce full frameworks without a human writing a single line.So the uncomfortable question for me and maybe you becomes:
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"My MR is still in review, but we can already start testing."I've heard this sentence more times than I can count.And every time, I feel the same thing: a quiet alarm going off in my head.I agree to test it. We find a compromise.Then two days later:"I only changed a var name and formatted one file. The IDE did it automatically. Nothing changed."And there it is. The second sentence that should trigger every QA.Because here's what I've learned after a few years in QA:Every change is a CHANGE!
WHY TESTING CAN'T SAVE YOU ANYMOREI need to say something that might upset my fellow QA professionals: testing, as we practice it today, cannot save you from what's coming.I've spent 14 years working in test. I've written test documentation, led the QA process, and implemented almost everything from manual tests to API testing and chaos engineering. Testing has been my career and my craft. And I'm telling you — the model is breaking.Here's why. The IDE changed how developers write code. Copilots changed how fast they write.
In der ersten Februarwoche kam es vereinzelt zu Störungen bei der Online-Terminvereinbarung. Gegenwärtig konnten wir jedoch keine Fehler feststellen. Vielen Dank für Ihren Hinweis zu unserem Pilotprojekt „Buchstabe P-Z“, den wir an unsere Kommunikationsabteilung weitergeleitet haben. Aktuelle Informationen finden Sie unter https://stadt.muenchen.de/news/einlassmanagement.html.Wir empfehlen Ihnen, weiterhin zu versuchen, einen Notfalltermin zu buchen, https://stadt.muenchen.de/service/info/auslanderbehorde/10338844/. Die Termine werden täglich freigeschaltet:
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uns liegt viel daran, als kompetenter und verlässlicher Partner der Münchner Bürger*innen wahrgenommen und den Anforderungen und Wünschen der Kund*innen gerecht zu werden.Die Servicestelle für Zuwanderung und Einbürgerung setzt sich intensiv für die Anliegen der Bürger*innen ein und nutzt alle verfügbaren Ressourcen, um die Vielzahl an Anträgen und Anfragen effizient zu bearbeiten. Zudem stehen wir für Feedback, Kritik, Lob und Ideen jederzeit zur Verfügung. Die Bearbeitungsdauer bei Anträgen zur Erteilung eines Aufenthaltstitels kann aktuell einen längeren Zeitraum in Anspruch nehmen.
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It's hard to overstate how different peoples outcomes with AI are.Here we see for example Peter Steinberger, inventor of openclaw (and developer of the best pdf rendering tool pspdfkit) using 13 (!!!) codex instances at the same time.On the other spectrum we have people still insisting that AI can't be used for real software development by professional developers. (Why do I post Peter: Before his AI coding career he was one of the best devs on the planet as is evident with his outstanding pspdfkit, and still is even more so now)
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