When AI Writes Faster Than We Understand
Real review examples show how I use AI to challenge complexity, preserve useful tests, and keep the next change understandable.
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Software Development
Practical architecture decisions, tradeoffs, and operating lessons from software that has to survive business change.
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“We Don’t Know” Doesn’t Mean “You Can’t Buy It”
A failed delivery check can turn into a lost purchase. How to distinguish what your store cannot do from what its software could not confirm.
Before You Delete the Test, Break the Behavior
How deliberate regressions help distinguish redundant tests from essential coverage when simplifying a test suite with AI.
Planning for the Unknown, Within Reason
How to leave room for plausible business changes while keeping speculative flexibility, discovery work, and present delivery costs in proportion.
Zoom In, Zoom Out: Reasoning About Software Systems
Using individual capabilities and complete business workflows together to understand a system, expose missing decisions, and judge whether its pieces actually fit.