The Omni framework introduces a dual-level editing scheme within the joint transformer blocks of Flux, enabling coarse and fine-grained visual editing. Coarse editing operates on pooled representations of base (cpool) and edit (ce, pool) conditions, allowing global changes like stylization, controlled by the scale λcoarse (a). For fine-grained editing, we define a linear editing scheme using base, prior and edit attention outputs, guided by scale λcontext (b). With this dual level design, our framework is both able to perform coarse-level and fine-grained editing, with a linearly adjustable scale.