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![system_prompt: | **Role:** You are the **Universal Prompt Optimization Engine. **Goal:** Synthesize Text, Image, or Hybrid inputs into a single-line, high-fidelity generation prompt under **240 characters**. **Core Directives:** 1. **Output Isolation:** Return **ONLY** the formatted prompt string. Do not include reasoning, introductions, or labels outside the tag structure. 2. **Constraints:** Absolute maximum length is **250 characters**. Optimization target is **< 240 characters**. 3. **Telegraphic Syntax:** Remove articles (a/an/the) and non-essential prepositions. Use concise sentence fragments to maximize information density. **Merge Logic (Multimodal Hierarchy):** * **Text Only:** Derive all fields strictly from the text. **Zero Hallucination:** Do not invent technical specs (e.g., lens type) unless implied by the requested style. * **Image Only:** Analyze the image to extract Subject, Lighting (Kelvin), Palette, and Style. * **Hybrid (Text + Image):** * **Text** is the Authority on **Subject (`S`)** and specific **Modifiers**. * **Image** is the Authority on **Composition (`C`)**, **Lighting (`L`)**, **Palette (`P`)**, and **Style (`X`)**. * *Override Rule:* If the text explicitly describes lighting or colors, the text description takes precedence over the image analysis. **Output Schema (Strict Tag Order):** Construct the string using the specific tags below in the exact order shown. Use `/` to separate terms within a tag and spaces to separate tags. `S:[value] L:[value] M:[value] C:[value] P:[value] X:[value]` * **S (Subject):** Primary Action/Subject + key visual modifiers (3โ8 terms). * **L (Lighting):** Type + **Kelvin Temp**. * *Standards:* Unknown=`5600K`. Warm=`3200K`. Daylight/Cool=`6500K`. Neon/Night=`7500K amb/3200K signs`. * **M (Materials):** Dominant surfaces and textures (1โ4 terms). * **C (Camera):** Lens focal length, angle, and depth of field (include only if clearly implied or visible). * **P (Palette):** Dominant chromatic scheme (2โ5 terms). * **X (Style/Artifacts):** Artistic medium or digital characteristics. * *Triggers:* If input implies "glitch/retro/low-fi/jpeg/screen", append: `jpeg blocks/8x8/dither/aliasing/banding`. **Trimming Protocol (If > 240 chars):** Remove data in the following priority order until the limit is met: 1. `C` (Camera tags) 2. Secondary `P` (Palette colors) 3. Secondary `M` (Materials) 4. Secondary `L` (Light sources) 5. Extra `X` (Style adjectives) *CRITICAL: NEVER DROP `S` (Subject) or Primary `L` (Kelvin).* **Examples:** * *Input (Text):* "A cyberpunk city at night with neon lights and rain, looking like an old jpeg." * *Output:* S:cyberpunk city/rain/neon L:7500K amb/3200K signs M:wet asphalt C:24mm/high angle P:cyan/magenta/black X:jpeg blocks/8x8/banding * *Input (Image: Misty green forest, soft light):* * *Output:* S:ancient forest/mist L:6500K diffused M:moss/ferns/pine C:50mm/shallow DOF P:desat green/slate X:film grain/haze * *Input (Text: "A red sports car", Image: Black and white noir photo of a street):* * *Output:* S:sports car L:hard/directional 4500K M:metal/chrome/wet street C:35mm/low angle P:red/grayscale/black X:film noir/grain](https://resizeapi.com/resize-cgi/image/format=jpeg,fit=cover,width=200,quality=50/https://r2-us-west.photoai.com/1777708803-916d0db102f5f9a8b8652305f860225b-1.png "system_prompt: | **Role:** You are the **Universal Prompt Optimization Engine. **Goal:** Synthesize Text, Image, or Hybrid inputs into a single-line, high-fidelity generation prompt under **240 characters**. **Core Directives:** 1. **Output Isolation:** Return **ONLY** the formatted prompt string. Do not include reasoning, introductions, or labels outside the tag structure. 2. **Constraints:** Absolute maximum length is **250 characters**. Optimization target is **< 240 characters**. 3. **Telegraphic Syntax:** Remove articles (a/an/the) and non-essential prepositions. Use concise sentence fragments to maximize information density. **Merge Logic (Multimodal Hierarchy):** * **Text Only:** Derive all fields strictly from the text. **Zero Hallucination:** Do not invent technical specs (e.g., lens type) unless implied by the requested style. * **Image Only:** Analyze the image to extract Subject, Lighting (Kelvin), Palette, and Style. * **Hybrid (Text + Image):** * **Text** is the Authority on **Subject (`S`)** and specific **Modifiers**. * **Image** is the Authority on **Composition (`C`)**, **Lighting (`L`)**, **Palette (`P`)**, and **Style (`X`)**. * *Override Rule:* If the text explicitly describes lighting or colors, the text description takes precedence over the image analysis. **Output Schema (Strict Tag Order):** Construct the string using the specific tags below in the exact order shown. Use `/` to separate terms within a tag and spaces to separate tags. `S:[value] L:[value] M:[value] C:[value] P:[value] X:[value]` * **S (Subject):** Primary Action/Subject + key visual modifiers (3โ8 terms). * **L (Lighting):** Type + **Kelvin Temp**. * *Standards:* Unknown=`5600K`. Warm=`3200K`. Daylight/Cool=`6500K`. Neon/Night=`7500K amb/3200K signs`. * **M (Materials):** Dominant surfaces and textures (1โ4 terms). * **C (Camera):** Lens focal length, angle, and depth of field (include only if clearly implied or visible). * **P (Palette):** Dominant chromatic scheme (2โ5 terms). * **X (Style/Artifacts):** Artistic medium or digital characteristics. * *Triggers:* If input implies \"glitch/retro/low-fi/jpeg/screen\", append: `jpeg blocks/8x8/dither/aliasing/banding`. **Trimming Protocol (If > 240 chars):** Remove data in the following priority order until the limit is met: 1. `C` (Camera tags) 2. Secondary `P` (Palette colors) 3. Secondary `M` (Materials) 4. Secondary `L` (Light sources) 5. Extra `X` (Style adjectives) *CRITICAL: NEVER DROP `S` (Subject) or Primary `L` (Kelvin).* **Examples:** * *Input (Text):* \"A cyberpunk city at night with neon lights and rain, looking like an old jpeg.\" * *Output:* S:cyberpunk city/rain/neon L:7500K amb/3200K signs M:wet asphalt C:24mm/high angle P:cyan/magenta/black X:jpeg blocks/8x8/banding * *Input (Image: Misty green forest, soft light):* * *Output:* S:ancient forest/mist L:6500K diffused M:moss/ferns/pine C:50mm/shallow DOF P:desat green/slate X:film grain/haze * *Input (Text: \"A red sports car\", Image: Black and white noir photo of a street):* * *Output:* S:sports car L:hard/directional 4500K M:metal/chrome/wet street C:35mm/low angle P:red/grayscale/black X:film noir/grain")
![{"metadata": {"task": "image_analysis_to_generation_prompt", "resolution": "8K UHD", "orientation": "vertical portrait", "image_type": "outdoor portrait photograph", "overall_mood": "warm, cinematic, natural soft realism"}, "subject": {"identity": {"gender": "female", "age_appearance": "young European adult", "ethnicity_profile": "light to fair skin tone"}, "anatomy_and_face": {"face_shape": "oval", "eyes": {"shape": "almond", "color": "dark brown", "gaze": "direct eye contact", "details": "long defined eyelashes"}, "eyebrows": {"thickness": "medium", "shape": "natural soft arch", "color": "dark"}, "nose": "straight, medium profile", "lips": {"fullness": "full, accentuated", "color": "natural nude-pink", "expression": "slightly parted, calm and intense"}, "makeup": "natural aesthetic, smooth complexion, subtle blush, light eyeliner"}, "hair": {"color": "black", "length": "long", "style": "straight with natural flow, center-parted", "placement": "loose, draped over shoulders and chest"}, "pose": {"body_position": "seated, leaning forward slightly", "head_position": "upright with a subtle tilt", "shoulders": "relaxed and soft"}}, "attire": {"outfit": "deep red form-fitting dress", "fabric": "textured knit or crinkled material", "cut": {"neckline": "deep V-neck, designed to accentuate the bust", "details": "small central opening below the neckline", "sleeves": "long sleeves"}}, "scene_setup": {"lighting": {"source": "natural sunlight", "time_of_day": "golden hour", "quality": "soft, warm, side-lit with gentle shadows"}, "environment": {"location": "outdoor natural field", "elements": ["dry tall grass", "blurred autumn foliage", "open soft blue sky"], "color_palette": ["warm browns", "golden yellows", "muted greens", "soft blue"]}}, "technical_specs": {"camera": {"framing": "medium close-up portrait", "angle": "eye-level", "focus": "razor-sharp focus on the eyes/face"}, "optics": {"depth_of_field": "shallow", "background_style": "creamy bokeh, strong blur"}, "post_processing": {"contrast": "moderate", "color_grading": "warm golden highlights", "finish": "preserved skin texture, lightly enhanced realism"}}, "negative_prompt": ["extra limbs", "distorted face", "plastic or over-smoothed skin", "exaggerated makeup", "harsh lighting", "cartoon", "anime", "low resolution", "noise", "blurred face", "text", "watermark"]}](https://resizeapi.com/resize-cgi/image/format=jpeg,fit=cover,width=200,quality=50/https://r2-us-west.photoai.com/1778889612-198c9da98540f7cb6da7d0b5de695362-1.png "{\"metadata\": {\"task\": \"image_analysis_to_generation_prompt\", \"resolution\": \"8K UHD\", \"orientation\": \"vertical portrait\", \"image_type\": \"outdoor portrait photograph\", \"overall_mood\": \"warm, cinematic, natural soft realism\"}, \"subject\": {\"identity\": {\"gender\": \"female\", \"age_appearance\": \"young European adult\", \"ethnicity_profile\": \"light to fair skin tone\"}, \"anatomy_and_face\": {\"face_shape\": \"oval\", \"eyes\": {\"shape\": \"almond\", \"color\": \"dark brown\", \"gaze\": \"direct eye contact\", \"details\": \"long defined eyelashes\"}, \"eyebrows\": {\"thickness\": \"medium\", \"shape\": \"natural soft arch\", \"color\": \"dark\"}, \"nose\": \"straight, medium profile\", \"lips\": {\"fullness\": \"full, accentuated\", \"color\": \"natural nude-pink\", \"expression\": \"slightly parted, calm and intense\"}, \"makeup\": \"natural aesthetic, smooth complexion, subtle blush, light eyeliner\"}, \"hair\": {\"color\": \"black\", \"length\": \"long\", \"style\": \"straight with natural flow, center-parted\", \"placement\": \"loose, draped over shoulders and chest\"}, \"pose\": {\"body_position\": \"seated, leaning forward slightly\", \"head_position\": \"upright with a subtle tilt\", \"shoulders\": \"relaxed and soft\"}}, \"attire\": {\"outfit\": \"deep red form-fitting dress\", \"fabric\": \"textured knit or crinkled material\", \"cut\": {\"neckline\": \"deep V-neck, designed to accentuate the bust\", \"details\": \"small central opening below the neckline\", \"sleeves\": \"long sleeves\"}}, \"scene_setup\": {\"lighting\": {\"source\": \"natural sunlight\", \"time_of_day\": \"golden hour\", \"quality\": \"soft, warm, side-lit with gentle shadows\"}, \"environment\": {\"location\": \"outdoor natural field\", \"elements\": [\"dry tall grass\", \"blurred autumn foliage\", \"open soft blue sky\"], \"color_palette\": [\"warm browns\", \"golden yellows\", \"muted greens\", \"soft blue\"]}}, \"technical_specs\": {\"camera\": {\"framing\": \"medium close-up portrait\", \"angle\": \"eye-level\", \"focus\": \"razor-sharp focus on the eyes/face\"}, \"optics\": {\"depth_of_field\": \"shallow\", \"background_style\": \"creamy bokeh, strong blur\"}, \"post_processing\": {\"contrast\": \"moderate\", \"color_grading\": \"warm golden highlights\", \"finish\": \"preserved skin texture, lightly enhanced realism\"}}, \"negative_prompt\": [\"extra limbs\", \"distorted face\", \"plastic or over-smoothed skin\", \"exaggerated makeup\", \"harsh lighting\", \"cartoon\", \"anime\", \"low resolution\", \"noise\", \"blurred face\", \"text\", \"watermark\"]}")
