Writing
Field notes on AI quality, vision systems, and shipping what works.
Articles that document what I am learning, validating, and turning into practical delivery habits.
Model Evaluation
Reading Vision Model Release Notes Like A QA Engineer
A short field note on turning model release notes into concrete test risks, acceptance checks, and follow-up questions.
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Edge Systems
Latency Is A Product Requirement
Notes on treating latency as part of user experience, not just a number that appears at the end of testing.
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Delivery Practice
Feedback Loops Make AI QA Sharper
A quick reflection on using production observations to improve datasets, test cases, and the next release cycle.
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