Minimax H3 tip: blend latent noise to loosen overly literal reference images

neph1010 · reddit · 2026-09-16

A ComfyUI user shares a hands-on technique for Minimax H3's overly literal ref2va image references: instead of feeding the raw image, blend its latent with noise. Noise in latent space gives the sampler freedom to explore nearby concepts. Empirically, latent strength 0.35 is the sweet spot (keeps composition, regenerates texture); 0.38 stays blocky, 0.25 drifts toward no-reference output, and the drop-off is sharp. Since native nodes don't accept latent input, the author released custom modified nodes on GitHub; the same trick works well with Flux2 Klein's latent-as-reference.

Original post →

More from Multimodal

Multimodal channel →