Local AI becomes useful when you can explain what the workflow is doing.

Modern image, video, and language models can be demanding. The useful response is not to pretend hardware limits disappear. It is to understand where memory goes, choose the right compromises, and document the path clearly enough that someone else can reproduce it.

That is the work here: practical ComfyUI graphs, local model guidance, and troubleshooting built around real constraints. The brand stays faceless so the focus remains on the workflow, the evidence, and the viewer’s result.