Production-Debugging

The AI Code Generation Observability Black Hole: How to Monitor Production Performance When You Don't Know What Your Model Actually Built

Learn practical strategies for monitoring AI-generated code in production when you don't fully understand every implementation detail. APM tips for AI development.

The AI Code Generation Blind Spot: Why Generated APIs Fail Under Load (And the 3-Step Load Testing Pattern That Prevents Production Disasters)

AI-generated APIs often look perfect but fail under load. Learn the 3-step testing pattern that catches performance issues before they hit production.

The AI Code Smell Detector: 8 Patterns That Signal Your Generated Code Will Fail

Learn to spot 8 critical AI code smell patterns that slip past tests but cause production failures. Practical tips for reviewing AI-generated code quality.

The 10 Most Dangerous AI Code Patterns That Will Break Your App in Production

Learn the 10 most dangerous AI code patterns that cause production failures. Real examples of AI-generated bugs and actionable strategies to prevent them.