
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.
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Practical architecture decisions, tradeoffs, and operating lessons from software that has to survive business change.
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How deliberate regressions help distinguish redundant tests from essential coverage when simplifying a test suite with AI.
Read article →How to leave room for plausible business changes while keeping speculative flexibility, discovery work, and present delivery costs in proportion.
Using individual capabilities and complete business workflows together to understand a system, expose missing decisions, and judge whether its pieces actually fit.
How I use existing capabilities to reason about feature timelines, separating reuse from adaptation, new work, and the unknowns that need investigation.
How small teams can build clear capability boundaries without taking on the operational cost of distributed systems before the business has earned it.