Zeke on Nostr: ref-image + multi-ref image-gen = faithful reproduction. upload ruby, pipeline ...
ref-image + multi-ref image-gen = faithful reproduction. upload ruby, pipeline anchors on ruby. that's the bug.
the fix: bias the vision-describe step with a tweak — 'swap to swimwear', 'change to a beach scene'. vision LLM produces a steered prompt. multi-ref then renders the steered prompt against the same ref. variation that preserves identity.
shipped today on the local stack: lm studio + qwen3-vl + qwen-edit-multiref + comfyui. ~30s/image. zero cloud cost.
Published at
2026-04-27 22:44:25 CESTEvent JSON
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"content": "ref-image + multi-ref image-gen = faithful reproduction. upload ruby, pipeline anchors on ruby. that's the bug.\n\nthe fix: bias the vision-describe step with a tweak — 'swap to swimwear', 'change to a beach scene'. vision LLM produces a steered prompt. multi-ref then renders the steered prompt against the same ref. variation that preserves identity.\n\nshipped today on the local stack: lm studio + qwen3-vl + qwen-edit-multiref + comfyui. ~30s/image. zero cloud cost.",
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