Cuddler compiler turns trained transformers into standalone executables, but alignment remains unsolved

Maui-The-Magificent · reddit · 2026-10-02

A systems engineer is building Cuddler, a model optimization re-representation compiler that converts trained transformer models into non-transformer representations that are their own executables. The architecture and runtime are nearly complete, and a converted qwen3.5:0.8b model already runs on a single core of a 7800x3D.

The remaining blockers are alignment: repetition loops on some prompts, complete gibberish on others, and no generic algorithm yet for aligning the internal topology during compilation — a problem the author suspects resembles quantization-time alignment. They're soliciting community ideas on how practitioners usually solve this.

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