Tag: AI testing

22Mar

Correlation Between Offline Scores and Real-World LLM Performance

Posted by JAMIUL ISLAM 9 Comments

Offline benchmarks often overstate LLM performance. Real-world use reveals dramatic drops in accuracy, speed, and reliability. Learn why standard tests fail and how to evaluate models properly for production.

27Feb

Test Coverage Targets for AI-Generated Code: What's Realistic and Useful

Posted by JAMIUL ISLAM 7 Comments

Traditional 80% test coverage isn't enough for AI-generated code. Learn the realistic coverage targets by risk level, why mutation testing matters, and how to avoid costly failures with practical, data-backed strategies.