The Tool now exposes two methods the LLM picks between based on whether
the user attached an image:
generate_image — txt2img (existing, unchanged behavior)
edit_image — img2img on the most recently attached image
edit_image extracts the source image from __messages__ (base64 data
URIs in image_url content blocks) or __files__ (local path or URL),
uploads to ComfyUI's /upload/image, runs an img2img workflow at the
caller-specified denoise (default 0.7), and returns the edited result.
Same per-style routing / sampler / CFG / prefix logic as generation.
Refactored the submit-and-poll loop into _submit_and_fetch shared by
both methods. Image extraction is defensive — tries messages first,
then files (path then URL), returns a clear "no image attached"
message rather than silently generating from scratch.
Image Studio system prompt rewritten to teach the LLM when to call
edit_image vs generate_image and how to pick denoise.
Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
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