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⚡ AI Lessons

Dev.to · Kyryl
⚡ AI Lesson
4d ago
🔁 One Health Check Turned a 10-Minute Outage Into 40
Wiring your liveness and readiness probes to the same deep health check is a category error. When a dependency drops, Kubernetes restart-loops a fleet of perfec

Dev.to · Kyryl
⚡ AI Lesson
4d ago
🔒 CREATE INDEX Is a Write Outage in Disguise
A plain CREATE INDEX takes a SHARE lock and blocks every write to the table for the whole build. On a busy production table that is a multi-minute outage. Here

Dev.to · Kyryl
1w ago
🧱 Your Test Fixtures Are Lying About What Matters
Fixture constructors bury the one field a test actually cares about under thirty irrelevant ones. Builders fix the signal-to-noise problem, at a real cost.

Dev.to · Kyryl
⚡ AI Lesson
2w ago
🧹 Your Spring Service Does Not Need That Interface
The one-interface-one-impl pattern in Spring exists because of a framework constraint that disappeared around Spring Boot 2.0. Here is why most service interfac
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