Writing
Longer-form thinking on automation, quality engineering, AI, and shipping products.
The bar for an AI tool isn't 'it's AI.' It's whether it gets someone to a decision faster than digging through logs themselves — and whether it's honest when it doesn't know.
Nobody decides to skip verification. It just happens when gathering evidence is more expensive than the time available — and that gap compounds quietly until it doesn't.
Building two independent mobile apps taught me that the feature you're excited about is rarely what eats your weekends. App store review, platform quirks, and infrastructure are.
Building MQE Intelligence Platform taught me that the model is the easy part — the data pipeline and the honesty of the answer are what make an AI quality tool trustworthy.
The technical framework was never the hard part of building an API Automation Platform. Getting teams to actually adopt it was.