●builderConsumer GPU viability at 60+ fps opens a path to shipping interactive generative character tools without cloud inference.
●researcherCausal diffusion with KV-cache context is a concrete architectural pattern worth examining for real-time generative video.
●designerImage-to-playable-character at this speed and scale is a new interaction primitive for game and interactive media prototyping.