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πŸ–ΌοΈ Reverse Engineering β€’ Image to Prompt

Reverse Prompt Engineering Guide

How to deconstruct any viral photo, 3D render, or concept art into exact optical parameters and lighting tokens.

1 Midjourney /describe Protocol

Midjourney Discord / Web
/describe [upload image] -> Select Option 1 or 2 for structural composition, Option 3 or 4 for artistic lighting.
PRO HACK: Take the best descriptive phrase from button 1 and the camera/lighting tag from button 3, then combine them.

2 GPT-4o & Claude 3.5 Sonnet Reverse Prompting

ChatGPT / Claude Web
Upload reference image with prompt: "Deconstruct this image into a photorealistic Midjourney v6.1 prompt: 1. Subject & Pose, 2. Camera hardware, sensor & focal length, 3. Lighting direction & shadows, 4. Color grading palette, 5. Specific aspect ratio."
PRO HACK: Instruct the model to avoid generic adjectives ("hyper-realistic") and focus on camera and lens optics.

3 CLIP Interrogator ViT-L/14

Stable Diffusion / Flux
Pass image through CLIP ViT-L/14 interrogation model to extract exact artist name tokens and medium tags.
PRO HACK: Useful for uncovering obscure 1970s illustrators or specific 3D render engine shaders.

πŸ“‹ Universal Vision LLM Prompt Extractor Template

Works in GPT-4o & Claude 3.5
Act as a world-class prompt engineer and cinematographer. Deconstruct this uploaded image into an exact Midjourney v6.1 prompt formula:

1. Core Subject & Silhouette
2. Camera Hardware, Sensor & Focal Length (e.g. Hasselblad 85mm, Leica 35mm)
3. Specific Lighting Setup (e.g. volumetric rim light, golden hour chiaroscuro)
4. Surface Texture & Atmospheric Effects (e.g. wet marble, mist, film grain)
5. Aspect Ratio & Parameter Flags (--ar, --v 6.1, --stylize)

Output ONLY the final compiled prompt in a single code block.
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