The fruit fly has a brain structure that acts like a hash function. I built it in Python, matched the 2017 paper’s MNIST results against a classical baseline, then got the same algorithm running on a Commodore 64.

Vibe coding with AI feels productive until it isn’t. Dorothy Vaughan’s team didn’t just operate the IBM—they understood the math behind it. That’s why they succeeded. Here’s why first principles must come before AI assistance.

When IBM machines threatened to make her job obsolete, Dorothy Vaughan didn’t retreat—she learned FORTRAN and taught her entire team. Her story offers a blueprint for surviving technological change in any era.