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Threads outlined multi-step pipelines for turning sketches into photoreal scenes, placing furniture with red-box prompts, and swapping in a real face after generation. Prompt-only inpainting still misses precise placement, so creators are using masks, ControlNet, and cleanup passes for tighter control.
Black Forest Labs says FLUX.2 [klein] 9B is now up to 2x faster for multi-reference editing at the same price, with new FP8 weights for leaner local runs. Retest reference-heavy edit pipelines if speed or local deployment was a blocker.
