Integrations fail silently without monitoring. Issues go unnoticed. I want to understand why monitoring is critical.
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Unit tests don’t catch ML failures.Integration tests are slow.Edge cases slip through.I need better confidence.
Traffic is stable.Model architecture hasn’t changed.Yet costs keep rising month over month.It’s hard to explain.
We fix the reported findings, but similar issues keep returning.Each test feels like starting over again.I’m trying to understand why progress feels stalled.
My deployed model isn’t crashing or throwing errors.The API responds normally, but predictions are clearly wrong.There are no obvious logs indicating failure.I’m unsure where to even start debugging.
Records update repeatedly without obvious loops. I want to understand why recursion happens.
Controllers are often overloaded with logic in traditional Apex code.This creates tight coupling between UI and business rules.A cleaner approach requires a clear boundary.
