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⚡ AI Lessons

Dev.to · Kyryl
🔧 Backend Engineering
⚡ AI Lesson
1mo 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
🔧 Backend Engineering
⚡ AI Lesson
1mo 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
🔧 Backend Engineering
⚡ AI Lesson
2mo 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
Dev.to · Kyryl
🔧 Backend Engineering
⚡ AI Lesson
2mo ago
💀 Your Spring Boot Controllers Are 80% Swagger Noise - Here's the Fix
I never gave much thought to where Swagger annotations lived. Wire up springdoc, scatter @Operation...
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