06 / ENGINEERING NOTES
Long-form notes on AI, engineering systems, and organizational evolution.
From masked denoising to parallel decoding: what diffusion language models change, why fewer rounds do not guarantee lower latency, and how I would evaluate them for code, agents, and local inference.