The notebook is the demo-and-assert surface: one executable file, concrete outputs, loud asserts on drift. The tiered run_all.py script suite below is the depth surface: eight independent ...

Python isn’t just for coding—it’s a powerful ally for solving complex mathematical problems. From symbolic algebra to simulations and optimization, its libraries turn abstract concepts into practical ...

This is my most complex GitHub project yet, exploring hybrid reasoning architectures to completely eliminate computational hallucinations in edge-scale models. The performance metrics demonstrated in ...