AI coding tools are getting better at writing code. But when a bug appears, how do we know whether the AI s explanation is actually correct?

A debugging assistant can sound convincing and still point developers in the wrong direction. That s why I m interested in a different approach: evidence-first debugging.

With Meeba Brain, we re working on helping developers:

• Investigate bugs using actual code and repository evidence.

• Understand relationships between files, functions, and components through a code knowledge graph.

• Separate verified facts from inferences and unknowns.

• Explore potential fixes without pretending every hypothesis is a confirmed diagnosis.