Engineering practices,
grounded in runtime context

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Why Deterministic AI Engineering Requires Runtime Truth
AI Debugging & 1 more

Why Deterministic AI Engineering Requires Runtime Truth

AI-led engineering runs on probability. That accelerates development, but introduces a reliability cost that is...

9 mins read Read Now
Debugging JAXB Production Issues
Tutorials

Debugging JAXB Production Issues

Java Architecture for XML Binding (AKA JAXB API) is a popular API for marshaling XML data. It’s a framework for mapping between XML documents and Java POJOs (Plain...

8 mins read Read Now
Debugging Java Equals and Hashcode Performance in Production
Tutorials

Debugging Java Equals and Hashcode Performance in Production

I wrote a lot about the performance metrics of the equals method and hash code...

5 mins read Read Now
Debugging Race Conditions in Production
Tutorials

Debugging Race Conditions in Production

Race conditions can occur when a multithreaded application accesses a shared resource using over one thread. Unless we have guards in place, the result might depend on which...

6 mins read Read Now
Debugging Live Java Applications with Lightrun
Tutorials

Debugging Live Java Applications with Lightrun

Java is a wonderful, powerful and versatile language/platform. It’s very easy to debug under normal conditions but when it’s deployed in a remote environment this might be more...

4 mins read Read Now