Two years of post-training vanilla transformers to generate audio, without a diffusion head

kastnerkyle · x · 2026-11-11

yaboilyrical published a long-form article, "I have no diffusion head, and I must scream," distilling 2 years of hands-on work on post-training multimodal language models. The piece covers how post-training a vanilla transformer to generate audio actually works — without a diffusion head — with first-hand engineering lessons and pitfalls, making it a rare practical deep-dive for anyone working on multimodal or audio generation.

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