Blog
Writing about AI, ML, NLP, and engineering. Posts are also published on Medium.
February 15, 2026· 8 min
How I Built a Hybrid Rule-Based + LLM Test Generation Pipeline
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.
AITest AutomationLLMEngineering
February 20, 2026· 6 min
From 10 Years of Java to Python for AI: What Actually Transfers
After a decade of Java enterprise development, here's what carried over to Python ML/AI work -- and what I had to completely relearn.
PythonJavaCareerAI