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From test automation to AI systems -- building the bridge between QA engineering and applied AI.

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How I Built a Hybrid Rule-Based + LLM Test Generation Pipeline

8 min

207 test cases, $0.002 each, 92% time saved. A deep dive into combining deterministic scaffolding with Gemini 2.5 Flash for automated test case generation from user stories.

From 10 Years of Java to Python for AI: What Actually Transfers

6 min

After a decade of Java enterprise development, here's what carried over to Python ML/AI work -- and what I had to completely relearn.