The method addresses target-field ambiguity, state-distribution mismatch, and trajectory-query correlation. It uses hard routing to select one frozen capability field per sample, a single low-noise semantic-side query on a stop-gradient student rollout state, and local velocity MSE matching.
DanceOPD is useful for unifying text-to-image generation, local editing, global editing, style absorption, and classifier-free-guidance absorption without degrading anchor capabilities. The project provides a manuscript, code link, diagnostics, ablations, and qualitative galleries.


