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Software21 JUNE 2026· 7 min read

Repair is just solving in disguise

I gave a 160M-parameter Go model a reflect-and-fix loop so it could bootstrap past its own ceiling. It fixed zero bugs. The reason runs deeper than the code — and it taught me my model had been memorising all along.

Repair is just solving in disguise
Electrical Eng19 JUNE 2026· 6 min read

Filters from Poles and Zeros

A filter is two polynomials, and the roots of those polynomials are the whole story. Place a few points in the complex plane and you can read the entire frequency response straight off the geometry — no calculus required at the point of use.

Filters from Poles and Zeros
Software19 JUNE 2026· 5 min read

Learning by Rolling Downhill

Every neural network you've ever used was trained by the oldest trick in calculus: to minimise a function, walk downhill. The whole story of modern optimisers is a list of the specific ways plain downhill walking fails, and the patch for each.

Learning by Rolling Downhill

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