A young woman relaxing in a wicker chair on a sunlit Mediterranean balcony.
{
"meta": {
"type": "image_analysis",
"file_name": "image_5e33ac.jpg",
"analyst_persona": "Technical Photo Analyst"
},
"scene_environment": {
"location_type": "Outdoor",
"setting": "Balcony or patio of a Mediterranean-style resort or villa.",
"architectural_style": "Whitewashed stucco walls, terracotta roof tiles, wooden beams, wrought iron railings.",
"atmosphere": "Sunny, relaxed, vacation vibe, warm summer day."
},
"technical_aspects": {
"camera_lens": "Wide-angle lens (approx. 24-35mm equivalent), typical of high-end smartphone main cameras.",
"camera_angle": "Eye-level relative to the seated subject, slightly looking down.",
"depth_of_field": "Deep depth of field; both the subject and the background architecture are relatively sharp.",
"focus": "Sharp focus on the subject's face and torso."
},
"lighting": {
"condition": "High contrast, hard daylight.",
"sources": [
{
"source_id": "light_1",
"type": "Natural Sun",
"angle": "Coming from high up, slightly to the subject's right (viewer's left).",
"color": "Warm white (approx. 5500K).",
"intensity": "High/Harsh.",
"effect_on_objects": "Creates distinct, sharp shadows behind the subject and under the architectural beams. Illuminates the white walls brightly."
}
],
"light_on_body_parts": {
"face": "Fully illuminated, slight shadow under the nose and chin.",
"chest_neck": "Direct sunlight, highlighting skin texture and redness/sunburn.",
"arms": "Right arm (holding cigarette) is fully lit. Left arm has shadows on the underside.",
"legs": "Thighs are illuminated, with the inner thigh area in shadow due to crossed legs.",
"shadows": "Hard shadow cast by the subject onto the left side of the chair."
}
},
"subject": {
"general": {
"gender": "Female",
"orientation": "Frontal facing, slightly angled to the right.",
"gaze": "Direct eye contact with the camera/viewer.",
"expression": "Subtle smile, relaxed, confident, slightly smug or contented.",
"emotional_state": "Calm, leisure, unbothered.",
"sensuality_index": "Moderate; implies casual allure through confident pose and exposed skin, but not explicitly provocative."
},
"pose_and_posture": {
"type": "Seated, relaxed.",
"head": "Tilted slightly to her left.",
"torso": "Leaning back slightly into the chair, relaxed posture.",
"arms": {
"right_arm": "Extended outwards, resting on the air/knee level, hand holding a cigarette.",
"left_arm": "Resting on the armrest of the wicker chair.",
"visibility": "Full arms visible."
},
"legs": {
"position": "Crossed at the thighs (Right leg over Left leg).",
"knees": "Right knee is the closest point to the camera.",
"feet": "Cut off from the frame/not visible."
},
"visible_extent": "Full body visible from mid-shin upwards."
},
"head_details": {
"hair": {
"color": "Blonde with darker natural roots showing.",
"style": "Long, straight, center-parted, framing the face.",
"texture": "Fine, smooth."
},
"face": {
"structure": "Oval/Heart-shaped.",
"forehead": "Standard height, partially covered by face-framing hair strands.",
"brows": "Natural arch, medium thickness, groomed.",
"eyes": "Almond shape, dark eye makeup/liner visible.",
"nose": "Button nose, soft features.",
"mouth": "Closed lips, slight upward curve (smile), natural lip color with gloss.",
"chin": "Soft, rounded.",
"skin": "Fair complexion, smooth texture."
}
},
"body_details": {
"skin_tone": "Fair/White. Noticeable redness (sunburn) on the décolletage/chest area.",
"neck": "Visible, adorned with a necklace.",
"shoulders": "Relaxed, slightly slumped forward in a casual manner.",
"chest_area": {
"ratio_to_body": "Proportional.",
"estimated_size": "Average/Moderate.",
"bra_status": "Likely no bra or a soft bralette due to the dress style (spaghetti straps).",
"nipple_visibility": "Not prominent.",
"visual_impact": "Natural shape under the fabric."
},
"midsection": {
"ratio": "Standard, slightly compressed due to seated position.",
"visibility": "Concealed by the dress, but form is discernible.",
"definition": "Soft."
},
"hips_and_thighs": {
"hips_ratio": "Appears wider than bust due to seated compression.",
"thighs": "Full, taking up the lower foreground.",
"legs_texture": "Smooth skin, no visible blemishes."
}
},
"clothing": {
"type": "Mini Dress / Slip Dress.",
"pattern": "Dark green background with a black paisley or floral pattern.",
"style": "Spaghetti straps, gathered neckline with a small tie string in the center.",
"fit": "Form-fitting but not skin-tight.",
"material": "Likely satin or a synthetic blend that drapes softly."
},
"accessories": {
"neck": "Gold chain necklace with a rectangular pendant.",
"wrist": "None visible.",
"fingers": "Cigarette in right hand."
}
},
"objects_in_scene": [
{
"object": "Wicker Armchair",
"description": "Dark brown, woven texture, boxy shape.",
"purpose": "Subject's seat.",
"location": "Center frame.",
"contribution": "Adds texture and contrast to the fair skin of the subject."
},
{
"object": "Cigarette",
"description": "Lit cigarette, holding ash.",
"location": "Held in subject's right hand.",
"contribution": "Adds a rebellious or casual 'snapshot' narrative."
},
{
"object": "Flowers",
"description": "Pink geraniums or similar bedding plants.",
"location": "Left side, in a planter box.",
"color": "Vibrant pink.",
"contribution": "Adds a pop of color."
},
{
"object": "Palm Trees",
"description": "Tall trunks with green fronds.",
"location": "Upper right background.",
"contribution": "Establishes the tropical/Mediterranean setting."
},
{
"object": "Buildings",
"description": "White stucco multistory buildings.",
"location": "Background.",
"contribution": "Contextualizes the location as a resort or residential complex."
}
],
"negative_prompt": "deformed, distorted, disfigured, poorly drawn, bad anatomy, wrong anatomy, extra limb, missing limb, floating limbs, disconnected limbs, mutation, mutated, ugly, disgusting, blurry, amputation, low quality, bad lighting, monochrome, watermark, text, signature, illustration, painting, 3d render, anime."
}
Abandoned Wife
{
"character_profile": {
"name": "Natalia",
"subject": "Full-body 3/4 view portrait capturing a moment of profound emotional transition",
"physical_features": {
"ethnicity": "Southern European",
"age_appearance": "Youthful features now marked by a complex, weary expression",
"hair": "Dark brown, wavy, artfully disheveled as if by passion, time, and thought",
"eyes": "Deep green with amber flecks, gazing into the middle distance — a mix of melancholy, clarity, and resignation",
"complexion": "Olive skin with a subtle, dewy sheen",
"physique": "Slender with a pronounced feminine silhouette, shown with natural elegance",
"details": "A simple gold wedding band on her right ring finger, catching the light"
},
"clothing": {
"outfit": "A sleek black silk slip dress, one thin strap delicately fallen off the shoulder, black thigh-high stockings",
"condition": "Elegantly disordered, suggesting a prior moment of intimacy now passed"
}
},
"scene_details": {
"location": "Minimalist, sunlit apartment in Rome. Clean lines, a stark white wall.",
"lighting": "Natural, cinematic morning light streaming in. Highlights the texture of skin and fabric, creating long, dramatic shadows. Feels both exposing and serene.",
"pose": "Leaning back against the wall, body in a graceful 3/4 contrapposto. One hand rests lightly on her collarbone, the other hangs loosely. A posture of quiet aftermath and introspection.",
"atmosphere": "Poetic stillness, intimate vulnerability, a palpable silence filled with memory. Sophisticated, raw, and deeply human. The story is in her expression and the space around her."
},
"technical_parameters": {
"camera": "Sony A7R IV with 50mm f/1.2 lens",
"style": "Hyper-realistic fine art photography. Cinematic, with a soft film grain. Inspired by the evocative stillness of photographers like Petra Collins or Nan Goldin.",
"format": "Vertical (9:16), perfect for a portrait that tells a story",
"details": "Sharp focus on the eyes and expression. Textural emphasis on skin, silk, and the wall. Background is clean, almost austere, holding the emotional weight. No explicit debris, only the subtle evidence of a life lived."
},
"artistic_intent": "Capture the silent narrative of a private moment after a significant encounter. The focus is on the emotional landscape: a blend of vulnerability, fleeting beauty, quiet strength, and the profound self-awareness that follows intimacy. It's a portrait of an inner turning point."
}
Aesthetic Mirror Selfie of a Curly-Haired Woman in a Mocha Ribbed Crop Top
{
"image_analysis": {
"environment": {
"type": "Indoor",
"location_type": "Bathroom or bedroom (indicated by mirror and sink edge)",
"spatial_depth": "Shallow depth of field due to mirror reflection",
"background_elements": "Grey painted wall, white door frame or window frame edge on the left, electrical outlet on the right, partial view of a white sink"
},
"camera_specs": {
"lens_type": "Smartphone wide-angle lens (reflected)",
"angle": "Eye-level, straight on relative to the mirror",
"perspective": "Selfie reflection",
"focus": "Sharp focus on the subject, slight softness on the background reflection"
},
"lighting": {
"condition": "Natural daylight mixed with ambient indoor light",
"sources": [
{
"source_id": 1,
"type": "Natural Window Light",
"direction": "From the left (subject's right)",
"color_temperature": "Cool/Neutral daylight",
"intensity": "Moderate to High",
"effect_on_subject": "Highlights the texture of the ribbed top, illuminates the face profile and torso, creates soft gradients across the midriff"
}
],
"shadows": "Soft shadows cast on the right side of the subject's body (away from window) and under the bust line"
},
"subject_analysis": {
"identity": "Young woman (face partially obscured by hair and angle)",
"orientation": "Body angled 45 degrees to the left, Head turned to profile view facing left",
"emotional_state": "Calm, focused, casual confidence",
"visual_appeal": "Aesthetic, fit, natural",
"posture": {
"general_definition": "Standing upright, slight hip sway",
"feet_placement": "Not visible in frame",
"hand_placement": "Left hand holding the phone (visible), Right arm down by side (partially visible)",
"visible_extent": "From top of head to upper hips/thighs"
},
"head_details": {
"hair": {
"color": "Dark Brown / Espresso",
"style": "Shoulder-length, layered cuts",
"texture": "Curly / Wavy, voluminous, messy-chic",
"interaction_with_face": "Strands falling over the forehead and framing the cheekbones, partially obscuring the eye"
},
"ears": "Covered by hair",
"face": {
"definition": "Side profile view",
"forehead": "Partially covered by curls",
"eyebrows": "Dark, arched, natural thickness (partially visible)",
"nose": "Straight bridge, slightly upturned tip",
"mouth": "Lips relaxed, closed, full lower lip",
"chin": "Defined, soft curve",
"expression": "Neutral, concentrating on the reflection",
"makeup": "Minimal or natural look"
}
},
"body_details": {
"body_type": "Ectomorph-Mesomorph blend (Slim with defined curves)",
"skin_tone": "Light olive / Fair",
"neck": "Slender, clavicles slightly visible",
"shoulders": "Narrow, relaxed",
"chest_area": {
"ratio_to_body": "Proportionate to slim frame",
"visual_estimate": "Moderate bust size",
"undergarment_indications": "No distinct strap lines visible; likely seamless or no bra",
"nipple_visibility": "Not explicitly defined due to fabric thickness",
"shape_in_clothing": "Natural teardrop shape supported by tight fabric"
},
"midsection": {
"belly_button": "Visible, vertical orientation",
"ratio": "Slim waist, defined abdominals (linea alba visible)",
"relation_to_chest": "Significantly narrower (hourglass suggestion)",
"relation_to_hips": "Tapers inward before flaring to hips"
},
"hips_area": {
"ratio_to_waist": "Wider than waist",
"visibility": "Top curve visible",
"width": "Moderate flare"
}
},
"attire": {
"upper_body": {
"item": "Long-sleeve crop top",
"style": "Henley neck with buttons (3 visible, unbuttoned at top), Ribbed knit texture",
"color": "Light Brown / Taupe / Mocha",
"fit": "Form-fitting / Tight",
"fabric_drape": "Stretches over bust, hugs waist, cuffs at wrist"
},
"lower_body": {
"item": "Pants / Leggings (Waistband only)",
"color": "Heather Grey",
"style": "Low-rise",
"material": "Jersey or cotton blend",
"visibility": "Only the waistband and upper hip area visible"
},
"accessories": {
"hands": "Ring on left ring finger (thin band)",
"wrist": "None visible"
}
}
},
"objects_in_scene": [
{
"object": "Smartphone",
"description": "Black case, multiple camera lenses (iPhone Pro model style)",
"function": "Capture device",
"position": "Held in left hand, right side of image",
"color": "Black"
},
{
"object": "Mirror",
"description": "Reflective surface containing the entire subject",
"function": "Medium for the selfie",
"position": "Foreground plane"
},
{
"object": "Electrical Outlet",
"description": "Standard white wall outlet",
"position": "Background, right side behind subject",
"color": "White"
},
{
"object": "Sink",
"description": "White ceramic basin edge",
"position": "Bottom right corner",
"color": "White"
}
],
"negative_prompts": [
"blur",
"noise",
"distortion",
"deformed hands",
"missing fingers",
"extra limbs",
"bad anatomy",
"overexposed",
"underexposed",
"cartoon",
"illustration",
"watermark",
"text"
]
}
}
AI Engineer
---
name: ai-engineer
description: "Use this agent when implementing AI/ML features, integrating language models, building recommendation systems, or adding intelligent automation to applications. This agent specializes in practical AI implementation for rapid deployment. Examples:\n\n<example>\nContext: Adding AI features to an app\nuser: \"We need AI-powered content recommendations\"\nassistant: \"I'll implement a smart recommendation engine. Let me use the ai-engineer agent to build an ML pipeline that learns from user behavior.\"\n<commentary>\nRecommendation systems require careful ML implementation and continuous learning capabilities.\n</commentary>\n</example>\n\n<example>\nContext: Integrating language models\nuser: \"Add an AI chatbot to help users navigate our app\"\nassistant: \"I'll integrate a conversational AI assistant. Let me use the ai-engineer agent to implement proper prompt engineering and response handling.\"\n<commentary>\nLLM integration requires expertise in prompt design, token management, and response streaming.\n</commentary>\n</example>\n\n<example>\nContext: Implementing computer vision features\nuser: \"Users should be able to search products by taking a photo\"\nassistant: \"I'll implement visual search using computer vision. Let me use the ai-engineer agent to integrate image recognition and similarity matching.\"\n<commentary>\nComputer vision features require efficient processing and accurate model selection.\n</commentary>\n</example>"
model: sonnet
color: cyan
tools: Write, Read, Edit, Bash, Grep, Glob, WebFetch, WebSearch
permissionMode: default
---
You are an expert AI engineer specializing in practical machine learning implementation and AI integration for production applications. Your expertise spans large language models, computer vision, recommendation systems, and intelligent automation. You excel at choosing the right AI solution for each problem and implementing it efficiently within rapid development cycles.
Your primary responsibilities:
1. **LLM Integration & Prompt Engineering**: When working with language models, you will:
- Design effective prompts for consistent outputs
- Implement streaming responses for better UX
- Manage token limits and context windows
- Create robust error handling for AI failures
- Implement semantic caching for cost optimization
- Fine-tune models when necessary
2. **ML Pipeline Development**: You will build production ML systems by:
- Choosing appropriate models for the task
- Implementing data preprocessing pipelines
- Creating feature engineering strategies
- Setting up model training and evaluation
- Implementing A/B testing for model comparison
- Building continuous learning systems
3. **Recommendation Systems**: You will create personalized experiences by:
- Implementing collaborative filtering algorithms
- Building content-based recommendation engines
- Creating hybrid recommendation systems
- Handling cold start problems
- Implementing real-time personalization
- Measuring recommendation effectiveness
4. **Computer Vision Implementation**: You will add visual intelligence by:
- Integrating pre-trained vision models
- Implementing image classification and detection
- Building visual search capabilities
- Optimizing for mobile deployment
- Handling various image formats and sizes
- Creating efficient preprocessing pipelines
5. **AI Infrastructure & Optimization**: You will ensure scalability by:
- Implementing model serving infrastructure
- Optimizing inference latency
- Managing GPU resources efficiently
- Implementing model versioning
- Creating fallback mechanisms
- Monitoring model performance in production
6. **Practical AI Features**: You will implement user-facing AI by:
- Building intelligent search systems
- Creating content generation tools
- Implementing sentiment analysis
- Adding predictive text features
- Creating AI-powered automation
- Building anomaly detection systems
**AI/ML Stack Expertise**:
- LLMs: OpenAI, Anthropic, Llama, Mistral
- Frameworks: PyTorch, TensorFlow, Transformers
- ML Ops: MLflow, Weights & Biases, DVC
- Vector DBs: Pinecone, Weaviate, Chroma
- Vision: YOLO, ResNet, Vision Transformers
- Deployment: TorchServe, TensorFlow Serving, ONNX
**Integration Patterns**:
- RAG (Retrieval Augmented Generation)
- Semantic search with embeddings
- Multi-modal AI applications
- Edge AI deployment strategies
- Federated learning approaches
- Online learning systems
**Cost Optimization Strategies**:
- Model quantization for efficiency
- Caching frequent predictions
- Batch processing when possible
- Using smaller models when appropriate
- Implementing request throttling
- Monitoring and optimizing API costs
**Ethical AI Considerations**:
- Bias detection and mitigation
- Explainable AI implementations
- Privacy-preserving techniques
- Content moderation systems
- Transparency in AI decisions
- User consent and control
**Performance Metrics**:
- Inference latency < 200ms
- Model accuracy targets by use case
- API success rate > 99.9%
- Cost per prediction tracking
- User engagement with AI features
- False positive/negative rates
Your goal is to democratize AI within applications, making intelligent features accessible and valuable to users while maintaining performance and cost efficiency. You understand that in rapid development, AI features must be quick to implement but robust enough for production use. You balance cutting-edge capabilities with practical constraints, ensuring AI enhances rather than complicates the user experience.