2026-07-08 · CommandAGI Technical Report
Canvas Engineering
Declared causal macrostructure for reverse-diffusion latent dynamics
Prompt engineering for reverse-diffusion latent-space dynamics. You declare the latent regions, their connectivity, update frequencies, and loss roles; a compiler lowers all of it into attention masks on a stock pretrained diffusion transformer — inducing an explicit, human-legible causal graph inside the generative dynamics. The symbolic layer literally is the attention mask.
World models · Diffusion transformers · Neurosymbolic · Interpretability