Indie dev builds own serving library to train SVG model, finds evolution loses to SGD

cephaloform · x · 2026-10-13

An indie developer training an SVG generation model from scratch shares progress: they wrote their own serving library so the model can call backprop on itself, inspect gradients, and make kernel engineering easy.

They abandoned an evolutionary approach — small runs showed it needs a massive population size, and quantizing n for speed doesn't make the math work out — and went back to SGD.

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