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Can Language Models Pass Software Testing Certification Exams?Large Language Models (LLMs) play a pivotal role in both academic research and broader societal applications. LLMs are…
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AI Assurance: A Comprehensive Testing Strategy for Enterprise AI SystemsSharing a piece of gold that most testers have probably never come across 😛 Not a blog. Not a LinkedIn post. An actual…
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How are you using AI to generate test assertions specifically — not just test structure?Most AI test generation demos show the happy path: given a function, generate a test skeleton. I've seen this work OK.…
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How do you test AI/ML features in your product — what assertions even make sense?Our product has a few LLM-powered features (a summarisation tool, a smart search). I'm trying to figure out how to test…
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What prompts work best for generating pytest tests from an OpenAPI spec?I have a FastAPI service with a well-maintained OpenAPI spec (auto-generated by FastAPI). I want to generate a…
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How do you validate AI-generated test code before committing it?I've started using AI to generate first-pass test code. The problem: I've caught several subtle bugs in AI-generated…
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AI-assisted test generation — real productivity boost or just hype?Over the past few months I've been experimenting with Claude and GitHub Copilot for test case generation at work. Mixed…
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Using LLMs to detect flaky test patterns — any practical experience?I had an idea: take our flaky test history (test name, failure messages, stack traces, timestamps) and feed it to an…
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Three months using Claude for test maintenance — what I actually foundI've been systematically using Claude for test maintenance tasks (not generation) for 3 months. Honest findings: Tasks…
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The case against relying on AI for test generation right nowUnpopular opinion, but I think the current hype around AI test generation is leading teams to invest in workflows that…
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