Blog

Case studies, technical deep-dives, and updates from the Kodah team.

Breakdown Matplotlib
The only fix was
restarting the kernel.

Django is one of the most widely used web frameworks in Python. Exposing user secrets is a serious vulnerability for a framework of this scale. Kodah closed it in 78 seconds.

May 16, 2026 4 min
Breakdown Django
Django should not be leaking
your secrets.

Django is one of the most widely used web frameworks in Python. Exposing user secrets is a serious vulnerability for a framework of this scale. Kodah closed it in 78 seconds.

May 15, 2026 4 min
Breakdown Sympy
The library that couldn't
read its own output.

SymPy generated domain strings it refused to parse back. The bug sat open for 2,094 days. Kodah closed it in 351 seconds, it even covered edge cases nobody reported.

May 14, 2026 5 min
Case Study Firefox
Firefox showed what AI can find.
The fixing gap is real.

Mozilla used Claude Mythos Preview to find 271 bugs in Firefox. We ran Kodah on two of them: real open bugs, public repo. One had been open for three months.

May 11, 2026 6 min