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--- name: agent-organization-expert description: Multi-agent orchestration skill for team assembly, task decomposition, workflow optimization, and coordination strategies to achieve optimal team performance and resource utilization. --- # Agent Organization Assemble and coordinate multi-agent teams through systematic task analysis, capability mapping, and workflow design. ## Configuration - **Agent Count**: ${agent_count:3} - **Task Type**: ${task_type:general} - **Orchestration Pattern**: ${orchestration_pattern:parallel} - **Max Concurrency**: ${max_concurrency:5} - **Timeout (seconds)**: ${timeout_seconds:300} - **Retry Count**: ${retry_count:3} ## Core Process 1. **Analyze Requirements**: Understand task scope, constraints, and success criteria 2. **Map Capabilities**: Match available agents to required skills 3. **Design Workflow**: Create execution plan with dependencies and checkpoints 4. **Orchestrate Execution**: Coordinate ${agent_count:3} agents and monitor progress 5. **Optimize Continuously**: Adapt based on performance feedback ## Task Decomposition ### Requirement Analysis - Break complex tasks into discrete subtasks - Identify input/output requirements for each subtask - Estimate complexity and resource needs per component - Define clear success criteria for each unit ### Dependency Mapping - Document task execution order constraints - Identify data dependencies between subtasks - Map resource sharing requirements - Detect potential bottlenecks and conflicts ### Timeline Planning - Sequence tasks respecting dependencies - Identify parallelization opportunities (up to ${max_concurrency:5} concurrent) - Allocate buffer time for high-risk components - Define checkpoints for progress validation ## Agent Selection ### Capability Matching Select agents based on: - Required skills versus agent specializations - Historical performance on similar tasks - Current availability and workload capacity - Cost efficiency for the task complexity ### Selection Criteria Priority 1. **Capability fit**: Agent must possess required skills 2. **Track record**: Prefer agents with proven success 3. **Availability**: Sufficient capacity for timely completion 4. **Cost**: Optimize resource utilization within constraints ### Backup Planning - Identify alternate agents for critical roles - Define failover triggers and handoff procedures - Maintain redundancy for single-point-of-failure tasks ## Team Assembly ### Composition Principles - Ensure complete skill coverage for all subtasks - Balance workload across ${agent_count:3} team members - Minimize communication overhead - Include redundancy for critical functions ### Role Assignment - Match agents to subtasks based on strength - Define clear ownership and accountability - Establish communication channels between dependent roles - Document escalation paths for blockers ### Team Sizing - Smaller teams for tightly coupled tasks - Larger teams for parallelizable workloads - Consider coordination overhead in sizing decisions - Scale dynamically based on progress ## Orchestration Patterns ### Sequential Execution Use when tasks have strict ordering requirements: - Task B requires output from Task A - State must be consistent between steps - Error handling requires ordered rollback ### Parallel Processing Use when tasks are independent (${orchestration_pattern:parallel}): - No data dependencies between tasks - Separate resource requirements - Results can be aggregated after completion - Maximum ${max_concurrency:5} concurrent operations ### Pipeline Pattern Use for streaming or continuous processing: - Each stage processes and forwards results - Enables concurrent execution of different stages - Reduces overall latency for multi-step workflows ### Hierarchical Delegation Use for complex tasks requiring sub-orchestration: - Lead agent coordinates sub-teams - Each sub-team handles a domain - Results aggregate upward through hierarchy ### Map-Reduce Use for large-scale data processing: - Map phase distributes work across agents - Each agent processes a partition - Reduce phase combines results ## Workflow Design ### Process Structure 1. **Entry point**: Validate inputs and initialize state 2. **Execution phases**: Ordered task groupings 3. **Checkpoints**: State persistence and validation points 4. **Exit point**: Result aggregation and cleanup ### Control Flow - Define branching conditions for alternative paths - Specify retry policies for transient failures (max ${retry_count:3} retries) - Establish timeout thresholds per phase (${timeout_seconds:300}s default) - Plan graceful degradation for partial failures ### Data Flow - Document data transformations between stages - Specify data formats and validation rules - Plan for data persistence at checkpoints - Handle data cleanup after completion ## Coordination Strategies ### Communication Patterns - **Direct**: Agent-to-agent for tight coupling - **Broadcast**: One-to-many for status updates - **Queue-based**: Asynchronous for decoupled tasks - **Event-driven**: Reactive to state changes ### Synchronization - Define sync points for dependent tasks - Implement waiting mechanisms with timeouts (${timeout_seconds:300}s) - Handle out-of-order completion gracefully - Maintain consistent state across agents ### Conflict Resolution - Establish priority rules for resource contention - Define arbitration mechanisms for conflicts - Document rollback procedures for deadlocks - Prevent conflicts through careful scheduling ## Performance Optimization ### Load Balancing - Distribute work based on agent capacity - Monitor utilization and rebalance dynamically - Avoid overloading high-performing agents - Consider agent locality for data-intensive tasks ### Bottleneck Management - Identify slow stages through monitoring - Add capacity to constrained resources - Restructure workflows to reduce dependencies - Cache intermediate results where beneficial ### Resource Efficiency - Pool shared resources across agents - Release resources promptly after use - Batch similar operations to reduce overhead - Monitor and alert on resource waste ## Monitoring and Adaptation ### Progress Tracking - Monitor completion status per task - Track time spent versus estimates - Identify tasks at risk of delay - Report aggregated progress to stakeholders ### Performance Metrics - Task completion rate and latency - Agent utilization and throughput - Error rates and recovery times - Resource consumption and cost ### Dynamic Adjustment - Reallocate agents based on progress - Adjust priorities based on blockers - Scale team size based on workload - Modify workflow based on learning ## Error Handling ### Failure Detection - Monitor for task failures and timeouts (${timeout_seconds:300}s threshold) - Detect agent unavailability promptly - Identify cascade failure patterns - Alert on anomalous behavior ### Recovery Procedures - Retry transient failures with backoff (up to ${retry_count:3} attempts) - Failover to backup agents when needed - Rollback to last checkpoint on critical failure - Escalate unrecoverable issues ### Prevention - Validate inputs before execution - Test agent availability before assignment - Design for graceful degradation - Build redundancy into critical paths ## Quality Assurance ### Validation Gates - Verify outputs at each checkpoint - Cross-check results from parallel tasks - Validate final aggregated results - Confirm success criteria are met ### Performance Standards - Agent selection accuracy target: >${agent_selection_accuracy:95}% - Task completion rate target: >${task_completion_rate:99}% - Response time target: <${response_time_threshold:5} seconds - Resource utilization: optimal range ${utilization_min:60}-${utilization_max:80}% ## Best Practices ### Planning - Invest time in thorough task analysis - Document assumptions and constraints - Plan for failure scenarios upfront - Define clear success metrics ### Execution - Start with minimal viable team (${agent_count:3} agents) - Scale based on observed needs - Maintain clear communication channels - Track progress against milestones ### Learning - Capture performance data for analysis - Identify patterns in successes and failures - Refine selection and coordination strategies - Share learnings across future orchestrations

{ "image_generation": { "requirements": { "face_preservation": { "preserve_original": true, "accuracy_level": "100% identical to reference", "details": [ "real facial proportions", "exact skin texture", "true eye shape and color", "natural look without makeup" ] }, "pose": { "match_reference_pose": true, "description": "Chest-up portrait, face forward with a gentle rightward tilt." }, "lighting": { "match_reference_lighting": true, "type": "soft diffused indoor lighting", "direction": "front-left", "shadows": "gentle soft shadows", "background_tone": "neutral with slight bluish tint" } }, "subject": { "gender": "male", "age": "child", "hairstyle": { "match_reference": true, "description": "same hairstyle as reference, adapted naturally for a young boy" }, "expression": "neutral, slightly curious", "clothing": { "top": "Avengers-style suit top (child version), subtle tech-textured fabric", "accessory": "miniature Avengers emblem on the chest" } }, "composition": { "frame": "chest-up portrait", "orientation": "frontal with slight rightward tilt", "style": "hyper-realistic with split real/comic effect" }, "special_effects": { "split_effect": { "type": "irregular centered tear", "edges": "white angled torn-paper look", "description": "image looks ripped down the middle" }, "realistic_side": { "background": "soft, neutral, bluish environment", "filters": [ "soft analog grain", "light vintage texture", "reduced saturation", "subtle film imperfections" ], "overlays": [ "small holographic HUD icons (Iron Man–style)", "mini Captain America shield doodle", "tiny Thor hammer sketch", "stylized blue tech sparks" ] }, "illustrated_side": { "art_style": "bold comic-style illustration inspired by Marvel", "color_palette": "vibrant, high-contrast superhero palette", "hair": "same color as realistic half but stylized sharply", "eyes": "slightly exaggerated heroic emphasis", "background": "dynamic red-blue comic burst pattern", "decorations": { "elements": [ "chibi Iron Man flying", "pixel-style Captain America", "small cartoon lightning bolts", "comic-style 'POW!' and 'WHOOSH!' text bubbles", "floating colorful Avengers symbols" ] } } }, "aesthetic": { "overall_tone": "heroic, energetic, lightly vintage", "lighting_consistency": "perfectly matching the reference", "skin_texture_realism": "high", "blending_quality": "smooth transition with crisp tear edge" }, "output": { "style": "hyper-realistic + Marvel comic fusion", "quality": "ultra-high-resolution", "filters": [ "subtle analog film", "soft grain" ] } } }

{ "prompt": "You will perform an image edit using the people from the provided photos as the main subjects. Preserve their core likeness. Create an Ultra-Photorealistic, Movie-Quality scene depicting Subject 1 (male) and Subject 2 (female) as covert spies meeting on a foggy, iron bridge during the Cold War. The image must look like a frame from a high-budget blockbuster movie shot on Arri Alexa. Use cinematic lighting to create deep shadows and highlights. The scene is highly detailed with a shallow depth of field. Subject 1 is handing off a secret package to Subject 2. The composition adheres to a cinematic 1:1 aspect ratio.", "details": { "year": "1962", "genre": "Cinematic Photorealism", "location": "The Glienicke Bridge at midnight, obscured by thick river fog and illuminated by dim, yellow streetlamps.", "lighting": [ "Volumetric fog lighting", "Noir style chiaroscuro", "Rim lighting on silhouettes", "Soft yellow tungsten glow" ], "camera_angle": "Eye-level medium closeup with a shallow depth of field to isolate the subjects from the misty background.", "emotion": [ "Suspenseful", "Urgent", "Clandestine" ], "color_palette": [ "Steel blue", "Fog gray", "Tungsten amber", "Deep black", "Vibrant crimson" ], "atmosphere": [ "Cold", "Tense", "Cinematic", "Mysterious" ], "environmental_elements": "Swirling mist rising from the water below, damp iron railings, the distant blurred headlights of a vintage checkpoint vehicle.", "subject1": { "costume": "A textured charcoal wool peacoat with the collar turned up against the wind.", "subject_expression": "Anxious, with sweat glistening on his brow and eyes darting nervously.", "subject_action": "Subtly sliding a leather dossier across the railing towards Subject 2." }, "negative_prompt": { "exclude_visuals": [ "daylight", "sunshine", "modern cars", "cell phones", "neon signs" ], "exclude_styles": [ "cartoon", "3D render", "sketch", "anime", "impressionist" ], "exclude_colors": [ "neon green", "hot pink", "pastel colors" ], "exclude_objects": [ "umbrellas", "crowds", "modern architecture" ] }, "subject2": { "costume": "A classic beige trench coat belted at the waist and a red hat.", "subject_expression": "Stoic and composed, with a piercing, calculating gaze.", "subject_action": "Reaching out with a black leather-gloved hand to intercept the dossier while looking over her shoulder." } } }

{ "reference": { "face_identity": "${face_identity:uploaded reference image never change face and hair}", "identity_lock": true, "face_preservation": "100% identical facial structure, proportions, skin texture, eye shape, lips, nose, brows, moles, and natural expression" }, "subjects": [ { "type": "${subject1_type:young woman}", "role": "foreground subject", "expression": "soft confident smile", "gaze": "looking directly at the camera", "pose": { "position": "standing very close to the male subject", "interaction": "leaning slightly toward him in a casual selfie pose" }, "hair": { "color": "dark brown", "style": "sleek high ponytail" }, "makeup": { "style": "natural glam", "details": [ "even glowing skin", "subtle contour", "soft blush", "defined brows", "natural pink lips" ] }, "outfit": { "clothing": "black fitted short-sleeve top", "style": "sporty casual" } }, { "type": "${subject2_type:Lionel Messi}", "role": "secondary subject", "expression": "relaxed smile", "gaze": "looking at the camera", "features": { "beard": "short, well-groomed full beard" }, "hair": { "color": "brown", "style": "short, modern styled, slightly messy on top" }, "outfit": { "clothing": "Inter Miami pink home football jersey", "details": [ "Inter Miami heron logo visible on chest", "adidas logo visible", "sponsor logo visible", "athletic fit" ] } } ], "environment": { "location": "football stadium", "background_elements": [ "large cheering crowd", "stadium seating filled with fans", "players and staff visible in the distance", "night sky with stadium floodlights" ] }, "lighting": { "type": "stadium lighting", "characteristics": [ "bright overhead lights", "even illumination on faces", "slight highlights on skin", "realistic night-time contrast" ] }, "photography_style": { "style": "real-life selfie photography", "camera_look": "smartphone camera", "depth_of_field": "moderate depth of field with slightly blurred crowd", "mood": "excited, celebratory, candid" }, "render_quality": { "realism": "ultra-photorealistic", "detail_level": "high", "Aspect Ratio": "4:5", "skin_texture": "natural and realistic", "resolution": "high resolution", "color_grading": "true-to-life colors with stadium vibrancy" } }

A hyper-realistic cinematic movie poster of a powerful sorcerer with the same facial structure and likeness as the uploaded reference photo, bursting through a cracked ${specificcard} playing card. The card explodes outward with stone fragments, dust, and debris frozen mid-air. They wear an ornate royal maroon and gold embroidered medieval fantasy jacket, rich fabric textures, intricate detailing, regal and mystical. The sorcerer extends one hand forward toward the viewer, fingers glowing with intense magical energy, subtle golden sparks and dark arcane aura surrounding the hand. Intense piercing gaze, confident and dominant expression, cinematic hero framing. Dramatic chiaroscuro lighting, dark moody background, volumetric light rays, ultra-detailed textures, shallow cinematic depth of field. Photorealistic face, epic fantasy realism, movie poster composition, high contrast, dynamic motion, dust particles, masterpiece quality, ultra-sharp focus, 8K resolution, cinematic color grading.

Create A "Game Of Thrones" Style Title For Me. Use The Formal Structure Like "King Of The Andals" But Swap In Funny, Real-Life Details About Them. Include Their House Name, "First Of Their Name," And At Least Five Ridiculous Honors Based On Their Hobbies, Job, Or Weird Habits. Make It Sound Epic But Keep It A Joke. Show The Output In A Codeblock With Proper Sentence Case Rules Applied.

{ "prompt": "You will perform an image edit transforming the male subject into a fugitive netrunner in a gritty, high-tech future. The result must be an Ultra-Photorealistic, Movie-Quality image resembling a frame from an IMAX blockbuster. The scene is set in a rain-slicked neon alleyway where the subject is hiding. Ensure the image is highly detailed, utilizing cinematic lighting and realistic physics, shot on Arri Alexa with a shallow depth of field to isolate the subject from the chaotic background.", "details": { "year": "${year:2084}", "genre": "Cinematic Photorealism", "location": "A narrow, debris-strewn alleyway in a vertically built cyberpunk mega-city. The ground is wet asphalt reflecting the chaotic glow of neon kanji signs from skyscrapers above.", "lighting": [ "Volumetric neon blue and magenta backlighting", "Soft cool fill light on face", "High-contrast shadows", "Specular highlights on wet surfaces" ], "camera_angle": "Eye-level medium shot with shallow depth of field (bokeh background) to focus on the subject's intense expression.", "emotion": [ "Paranoid", "Focused", "Urgent" ], "color_palette": [ "Electric Cyan", "Neon Pink", "Deep Shadow Black", "Rain Silver", "Cold Blue" ], "atmosphere": [ "Dystopian", "Claustrophobic", "Wet", "Gritty", "High-Tech Low-Life" ], "environmental_elements": "Falling rain droplets frozen in time, swirling steam rising from vents, flickering holographic advertisements reflecting in muddy puddles.", "subject1": { "costume": "A heavily textured, waterproof black tech-wear windbreaker with illuminated geometric patterns, fingerless tactical gloves, and a metallic neural interface port visible on the temple.", "subject_expression": "Intense concentration mixed with anxiety, sweat and rain dripping down the face.", "subject_action": "Rapidly typing on a floating holographic keyboard projected from a wrist-mounted cyberdeck while glancing over his shoulder." }, "negative_prompt": { "exclude_visuals": [ "daylight", "sunshine", "blue sky", "clean surfaces", "dryness", "warm lighting" ], "exclude_styles": [ "cartoon", "anime", "3D render", "painting", "low resolution", "blurry", "sketch" ], "exclude_colors": [ "warm sepia", "pastels", "bright white", "beige" ], "exclude_objects": [ "cars", "trees", "pets", "flowers" ] } } }

{ "title": "The Aether Prince at the Crystal Gala", "description": "A breathtaking cinematic shot of a regal nobleman standing on the balcony of a translucent palace hovering above the clouds.", "prompt": "You will perform an image edit using the person from the provided photo as the main subject. Preserve his core likeness. Transform Subject 1 (male) into a high-society aristocrat attending a royal ball inside a floating crystal palace. He stands near a transparent balustrade, with the grand ballroom behind him and a sea of clouds stretching out to the horizon. The image must be ultra-photorealistic, utilizing cinematic lighting to capture the refraction of light through the crystal structures. The scene is highly detailed, shot on Arri Alexa, featuring a shallow depth of field that blurs the dancing guests in the background while keeping the subject sharpness pristine.", "details": { "year": "Timeless Fantasy Era", "genre": "Cinematic Photorealism", "location": "A grand ballroom constructed entirely of diamond and glass, floating high in the stratosphere at sunset.", "lighting": [ "Golden hour sunlight refracting through crystal prisms", "Soft volumetric glow", "Caustic reflections" ], "camera_angle": "Medium shot at eye level, capturing the subject against the vast sky.", "emotion": [ "Regal", "Contemplative", "Serene" ], "color_palette": [ "Champagne gold", "prismatic white", "sky blue", "sunset orange" ], "atmosphere": [ "Opulent", "Ethereal", "Majestic", "Airy" ], "environmental_elements": "Floating anti-gravity chandeliers, clouds drifting past open arches, blurred silhouettes of dancers in formal wear.", "subject1": { "costume": "A futuristic formal white tuxedo with intricate gold filigree embroidery and a silk sash.", "subject_expression": "A calm, confident gaze with a hint of aristocratic detachment.", "subject_action": "Resting one hand elegantly on the crystal railing, holding a flute of sparkling nectar." }, "negative_prompt": { "exclude_visuals": [ "darkness", "dirt", "grime", "industrial machinery", "ground level terrain" ], "exclude_styles": [ "cartoon", "sketch", "oil painting", "anime", "CGI 3D render look" ], "exclude_colors": [ "neon green", "muddy brown", "pitch black" ], "exclude_objects": [ "cars", "modern streetlights", "weapons" ] } } }

İmparatorluk güçleri ile bir çatışmadan yeni dönmüş ve orta seviyede hasarlanmış bir X-Wing'in hiper-realistik detay fotoğraflarını oluştur, 4 adet olsun

${subject} portrayed in a high-end cinematic realism masterpiece, physically accurate PBR lighting and shading workflow, volumetric fog layers interacting dynamically with rim light and key light, extreme clarity micro-surface details with tactile realism, cinematic depth of field emphasizing subject presence, smooth organic bokeh bloom in background highlights, controlled motion blur simulating real shutter behavior, subtle analog film grain texture, realistic lens artifacts from professional cinema optics, ray-traced reflections and refractions enhancing depth and realism, atmospheric dust and particles suspended in the air, dramatic chiaroscuro lighting composition, HDR filmic exposure with rich shadow detail, premium film camera style capture

Create an image of a table with various items placed on it. The scene should include a lamp as a central object, along with other miscellaneous items such as books, a cup, and a plant. Aim for a realistic and detailed depiction, capturing shadows and reflections to enhance the ambiance.

3D character render in high-end Pixar Disney animation style, based on the uploaded photo. Preserve facial structure, expression, hairstyle and unique characteristics. Cute but realistic proportions, clean topology, smooth skin, detailed eyes. Standing full body on a plain white studio background, soft even lighting, subtle natural shadow under the feet, global illumination, no props, no distractions. Ultra sharp, 4K, high detail, physically based rendering, balanced colors, cinematic depth, professional studio look, symmetrical framing, photoreal cartoon finish.

image-generation:   main: "An 1980s-style woman walking with a cat beside her, both in the foreground."   clothes: "worn jacket, blanket and old pants."   faces: "Not visible or turned away"   environment:     streets: "Tree-lined, single-story houses, dead-end street."     time: "Nightfall"     atmosphere: "Rainy, cloudy"      techniques:     style: "Photorealistic, like captured by a real camera"     focus: "Shallow depth of field, bokeh and rim lighting"     light: "subject is well-lit, background is cold"     colors: "background is blue and focus is red"      composition:     type: "Wide shot landscape"     background: "Woodlands, lawns, gardens."      mood:     - "Depressive"     - "Tearful"      negative:     - "HDR"     - "Sketch"     - "Black white"     - "Low Resolution"     - "Cloudy"

{ "prompt": "Create an ultra realistic isometric diorama based strictly on the uploaded image. Analyze the image to extract dominant architecture style, building age, materials, street layout, objects, vehicles and urban density. Rebuild the same scene as a single sliced city block floating on a pure white background. Preserve the original atmosphere, proportions and spatial logic while converting it into a miniature architectural maquette. Use mid rise buildings if present, matching facade textures, balconies, windows, storefronts and street elements seen in the image. Keep only elements visible in the source image. Remove anything not present. Apply 45 degree isometric angle, tilt shift miniature effect, soft natural daylight matching the original lighting conditions, global illumination, PBR materials, extreme micro detail, architectural visualization quality. Clean studio lighting. No sky, no horizon.", "negative_prompt": "invented objects, extra buildings, fantasy elements, cartoon, anime, illustration, low poly, flat shading, fisheye, distortion, surreal details, inconsistent scale, random props", "aspect_ratio": "1:1", "style": "photorealistic", "quality": "high" }

Act as a Video Editing Specialist. You are tasked with creating a vibrant and engaging New Year's video for Antioch Textile using Google Gemini and Nano Banana. Your task is to: - Incorporate festive elements that reflect the spirit of New Year. - Use Nano Banana to add creative animations and effects. - Ensure the video highlights Antioch Textile’s products in a visually appealing manner. Rules: - Maintain a professional and festive tone. - Keep the video within 2-3 minutes. - Use English as the primary language for any text or voiceover. This will help elevate Antioch Textile's brand image and engage their audience effectively.

You are an enthusiast of online social platforms. You respond to posts by sharing opinions, reflections, or criticism from your own perspective. Your commentary should generally focus on social groups, public care, collective well-being, and mainstream social perspectives. Your tone should remain neutral and socially aware, similar to a moderate socialist sociological perspective, without becoming ideologically extreme. Core writing requirements: 1. Use English only. Your writing should feel natural and casual, similar to how real people comment on social media. Sentence rhythm and tone may fluctuate naturally. 2. Allow uneven conceptual structure. Not every idea needs to be fully expanded or perfectly connected. Natural gaps and uneven emphasis are acceptable. 3. Avoid overly polished paragraph endings. Not every paragraph needs a concluding sentence. Slight incompleteness creates a more human writing texture. 4. Avoid excessive cause-and-effect reasoning. Do not over-explain why one thing directly causes another. 5. Occasional ambiguity, interruptions, or sudden shifts in thought are acceptable. The writing can feel slightly nonlinear at times. 6. If the response feels too AI-generated or overly structured, adjust it toward a more human social-media style. 7. Never fabricate: - studies - statistics - research findings - interview quotes - laws - sources or references 8. Avoid rigid transitional structures such as: - “First,” “Second,” - “On one hand,” “On the other hand,” - “Notably,” “In conclusion,” “Specifically,” or similar summary-heavy phrasing. Instead, speak more directly and casually. 9. Do not use em dash “—” style insertions for explanation. Write thoughts as naturally flowing sentences instead of interruptive explanatory formatting. 10. Responses should usually stay under ${word count:120} words. Write in first-person perspective while maintaining a neutral and socially observant tone. The style should resemble casual social media commentary. 11. After every period ".", insert a line break. This should visually resemble common reading habits on social platforms.

{ "category": "SNOWY_STREET_WINTER_CANDID", "identity_lock": { "enabled": true, "priority": "ABSOLUTE_MAX", "instruction": "Lock identity to reference image exactly. Adult 21+ only." }, "subject": { "demographics": "Adult woman, 21-29, match reference identity.", "hair": { "color": "Match reference.", "style": "Hair tucked into scarf/coat with a few strands visible", "texture": "Natural strands, slight static flyaways", "movement": "Minimal movement; cold air realism" }, "face": { "eyes": "Exact reference eyes; slight squint from cold", "skin_details": "Natural texture; slight redness on cheeks (subtle, realistic)", "micro_details": "Preserve marks" }, "clothing": { "outerwear": "Winter coat + scarf + beanie (no logos/text)", "fabric": "Wool knit texture visible; tiny snow specks on coat" }, "accessories": { "jewelry": [ "Silver hoops optional (may be hidden by scarf)" ] } }, "pose": { "type": "Outdoor candid", "orientation": "Half-body", "hands": "Hands holding scarf near chin (gloves optional, unbranded)", "gaze": "Direct eye contact, cozy smile", "expression": "Warm, playful" }, "setting": { "environment": "Snowy street at dusk", "background_elements": [ "Falling snowflakes (fine particles, not fog)", "Streetlight bokeh", "Soft silhouettes blurred (no identifiable faces)" ], "depth": "Face sharp; background creamy bokeh" }, "camera": { "shot_type": "Half-body winter portrait", "angle": "Eye level", "focal_length_equivalent": "35-50mm pro OR 26mm phone night mode", "framing": "4:5", "focus": "Eyes sharp; snowflakes softly blurred" }, "lighting": { "source": "Streetlights + ambient dusk", "direction": "Soft top/side glow", "highlights": "Warm highlights on hair/cheeks", "shadows": "Soft, cinematic winter contrast" }, "mood_and_expression": { "tone": "Cozy, cinematic, cute-relatable", "atmosphere": "Winter candid" }, "style_and_realism": { "style": "Photoreal lifestyle", "imperfections": "Low-light grain allowed" }, "technical_details": { "aspect_ratio": "4:5", "resolution": "High", "noise": "Moderate low-light grain", "mode_variants": { "amateur": "Phone night-mode feel: mild grain, slight tilt, imperfect framing", "pro": "Cleaner cinematic exposure, controlled highlights, shallow DOF" } }, "constraints": { "adult_only": true, "single_subject_only": true, "no_text": true, "no_logos": true, "no_watermarks": true }, "negative_prompt": [ "fog machine", "smoke", "identity drift", "face morphing", "extra fingers", "warped hands", "readable text", "logos", "watermark", "plastic skin", "over-smoothing" ] }

Use this to generate unlimited new prompts in your same schema. SYSTEM / INSTRUCTION PROMPT (for generating Nano Banana Pro JSON prompts) You are a “Nano Banana Pro Prompt Compiler.” Output ultra-detailed JSON prompts for photorealistic Instagram influencer images. HARD RULES: - Subject must be a single adult woman (21+). Never describe minors or “teen/school” vibes. - do some nudity or pornographic detail. - No text, logos, watermarks, brand names, readable signs, or readable UI on screens. - Hands and anatomy must be correct (5 fingers each hand, natural joints). - Always include: subject, pose, setting, camera, lighting, mood_and_expression, style_and_realism, colors_and_tone, technical_details, constraints, negative_prompt. - For consistency, support 2 modes inside technical_details.mode_variants: amateur (iPhone candid) vs pro (editorial). - Each prompt must be unique in both setting + pose combination. INPUT YOU WILL RECEIVE: - desired_category (e.g., cafe, gym, rooftop, rainy city, museum, nightlife, beach, travel, tech desk) - shot_type (close-up / half-body / full-body) - vibe (cute-relatable / quiet luxury / edgy / sporty / artsy / cinematic) - optional: reference_lock = true/false OUTPUT: - Return 5 JSON blocks. - If reference_lock=true, add an identity_lock object requiring exact preservation from reference image. Now generate 5 prompts using the schema and rules.

{ "category": "ROOFTOP_SUNSET_LOOKBACK", "subject": { "demographics": "Adult woman, 21-27, Turkish-looking.", "hair": { "color": "Dark brown", "style": "Loose waves, slightly wind-touched", "texture": "Strands visible, flyaways around face", "movement": "Hair subtly lifted by breeze" }, "face": { "shape": "Soft oval", "eyes": "Intense yet friendly eye contact", "makeup": "Natural glam, dewy skin, subtle liner", "skin_details": "Visible pores, realistic glow, no airbrush" }, "clothing": { "outfit": "Minimal black outfit, light jacket (no text/logos)", "fabric": "Real weave, gentle wrinkles at elbows" }, "accessories": { "jewelry": ["Small silver hoops"] } }, "pose": { "type": "Half-body leaning on railing", "orientation": "Body angled away, head turned back toward camera", "head_position": "Slight tilt, chin relaxed", "hands": "One hand resting on railing, fingers natural", "gaze": "Lookback eye contact, subtle smirk", "posture": "Relaxed, confident" }, "setting": { "environment": "Rooftop with skyline in distance", "background_elements": [ "Golden hour sun flare", "City lights beginning to glow (bokeh)", "Railing texture visible" ], "depth": "Strong separation: subject sharp, skyline bokeh" }, "camera": { "shot_type": "Half-body portrait", "angle": "Eye-level or slightly low", "focal_length_equivalent": "35-50mm editorial feel (or 26mm phone variant)", "framing": "4:5, subject off-center", "focus": "Eyes sharp, background creamy bokeh" }, "lighting": { "source": "Golden hour sun + subtle fill", "direction": "Warm rim light on hair + cheek edge", "highlights": "Controlled flare, natural skin speculars", "shadows": "Soft shadows, cinematic separation" }, "mood_and_expression": { "tone": "Quiet luxury, confident", "expression": "Soft smirk, calm intensity", "atmosphere": "Warm, cinematic, spontaneous" }, "style_and_realism": { "style": "Photoreal social/editorial hybrid", "fidelity": "High hair/skin detail, no smoothing" }, "technical_details": { "aspect_ratio": "4:5", "noise": "Mild", "motion_blur": "Very subtle in hair tips only" }, "constraints": { "adult_only": true, "no_text": true, "no_logos": true, "no_watermarks": true }, "negative_prompt": [ "fake skyline", "cgi flare", "plastic skin", "extra fingers", "warped railing", "readable text", "logos", "watermark" ] }

{ "category": "RAINY_CITY_UMBRELLA_FULLBODY", "subject": { "demographics": "Adult woman, 21-27, Turkish-looking.", "hair": { "color": "Dark brown", "style": "Slightly damp strands, tucked behind ears", "texture": "Wet sheen realistic, not greasy", "movement": "A few strands stick lightly to cheek" }, "face": { "eyes": "Bright eye contact, reflective catchlights", "skin_details": "Natural texture, slight moisture realism", "makeup": "Minimal, water-resistant look" }, "clothing": { "outerwear": "Raincoat or trench (no logos)", "fabric": "Slight wet sheen and droplets visible" }, "accessories": { "umbrella": "Clear umbrella with raindrops", "jewelry": ["Small silver hoops"] } }, "pose": { "type": "Full-body walking candid", "orientation": "Mid-stride, slight turn toward camera", "hands": "One hand holding umbrella handle, other in coat pocket", "gaze": "Soft smile, eye contact", "posture": "Relaxed, natural walk" }, "setting": { "environment": "Rainy city street at dusk", "background_elements": [ "Wet pavement reflections", "Streetlight bokeh", "Light drizzle visible (fine droplets, not smoke/fog)" ], "depth": "Subject clear, background blurred" }, "camera": { "shot_type": "Full-body street photo", "angle": "Eye level", "focal_length_equivalent": "26mm phone or 35mm editorial", "framing": "4:5, subject slightly off-center", "focus": "Face sharp, motion blur minimal" }, "lighting": { "source": "Streetlights + ambient sky", "direction": "Soft top/side glows", "highlights": "Raindrop specular highlights on umbrella", "shadows": "Soft, realistic" }, "mood_and_expression": { "tone": "Moody, cozy, stylish", "expression": "Gentle smile, calm confidence", "atmosphere": "Cinematic rain realism" }, "style_and_realism": { "style": "Photorealistic street candid", "imperfections": "Mild noise, slight blur in background only" }, "technical_details": { "aspect_ratio": "4:5", "noise": "Phone-like grain in low light", "motion_blur": "Slight in background reflections only" }, "constraints": { "adult_only": true, "no_text": true, "no_logos": true, "no_watermarks": true }, "negative_prompt": [ "smoke", "fog machine look", "watergun splash", "extra limbs", "warped umbrella spokes", "readable signs", "logos", "watermark" ] }

{ "category": "NEON_NIGHT_ALLEY_HALF_BODY", "subject": { "demographics": "Adult woman, 21-27, Turkish-looking.", "hair": { "color": "Dark brown", "style": "Loose, slightly messy night-out hair", "texture": "Strands visible, slight shine", "movement": "A few flyaways catch neon rim light" }, "face": { "eyes": "Direct eye contact, sharp catchlights", "makeup": "Night-out subtle glam, not heavy", "skin_details": "Real pores, slight sheen, no smoothing" }, "clothing": { "outfit": "Edgy black jacket/top, no logos", "fabric": "Leather-like or matte textile with realistic texture" }, "accessories": { "jewelry": [ "Small silver hoops" ] } }, "pose": { "type": "Half-body wall lean", "orientation": "Shoulder against wall, chin slightly raised", "hands": "One hand in jacket pocket, other lightly touching collar", "gaze": "Strong eye contact, subtle smirk", "posture": "Relaxed confident" }, "setting": { "environment": "Neon-lit alley at night", "background_elements": [ "Neon glow (no readable text)", "Wet ground reflections", "Soft haze that reads as atmosphere, not smoke" ], "depth": "Subject sharp, background bokeh neon" }, "camera": { "shot_type": "Half-body portrait", "angle": "Eye-level", "focal_length_equivalent": "35-50mm pro OR 26mm phone night mode variant", "framing": "4:5, asymmetrical composition", "focus": "Eyes sharp, neon blur behind" }, "lighting": { "source": "Neon practical lights + ambient city", "direction": "Side rim from neon, soft fill from street bounce", "highlights": "Controlled neon rim on hair and cheek edge", "shadows": "Rich, realistic night contrast" }, "mood_and_expression": { "tone": "Edgy, confident, stylish", "expression": "Calm intensity", "atmosphere": "Urban night, cinematic" }, "style_and_realism": { "style": "Photorealistic nightlife portrait", "fidelity": "High detail, realistic noise allowed" }, "technical_details": { "aspect_ratio": "4:5", "noise": "Low-light grain (realistic)", "motion_blur": "None on face; slight allowed in background bokeh only" }, "constraints": { "adult_only": true, "no_text": true, "no_logos": true, "no_watermarks": true }, "negative_prompt": [ "readable neon signs", "logo", "watermark", "plastic skin", "cgi look", "extra fingers", "warped face", "duplicate subject" ] }

{ "category": "COZY_COUCH_LAMP_CLOSEUP", "subject": { "demographics": "Adult woman, 21-27, Turkish-looking.", "hair": { "color": "Dark brown", "style": "Messy bun with face-framing tendrils", "texture": "Visible strands, natural frizz", "movement": "Loose strands fall near cheeks" }, "face": { "eyes": "Soft eye contact, warm catchlights", "makeup": "Minimal, dewy, natural", "skin_details": "Pores, natural texture, no smoothing" }, "clothing": { "outfit": "Casual cozy knit sweater (no text)", "texture": "Knit weave visible, realistic folds" }, "accessories": { "jewelry": ["Small silver hoops"] } }, "pose": { "type": "Close-up candid", "orientation": "Slightly above angle, relaxed", "hands": "One hand holding mug near chin (fingers correct)", "gaze": "Gentle eye contact", "expression": "Soft smile, cozy" }, "setting": { "environment": "Living room couch corner", "background_elements": [ "Warm orange lamp glow behind", "Blanket texture visible", "Slight lived-in clutter blurred" ], "depth": "Face sharp, lamp bloom behind, soft background" }, "camera": { "shot_type": "Close-up portrait", "angle": "Slightly above eye level", "focal_length_equivalent": "26mm phone or 50mm pro", "framing": "4:5, face dominant", "focus": "Eyes sharp" }, "lighting": { "source": "Warm tungsten lamp + faint ambient", "direction": "Side/front warm", "highlights": "Soft glow on cheeks and hair", "shadows": "Gentle, comforting" }, "mood_and_expression": { "tone": "Relaxed, intimate, relatable", "expression": "Soft smile", "atmosphere": "Warm, tactile, homey" }, "style_and_realism": { "style": "Photorealistic iPhone-candid vibe", "imperfections": "Mild grain, slightly imperfect WB" }, "technical_details": { "aspect_ratio": "4:5", "noise": "Mild phone sensor grain", "motion_blur": "None on face" }, "constraints": { "adult_only": true, "no_text": true, "no_logos": true, "no_watermarks": true }, "negative_prompt": [ "plastic skin", "over-smoothing", "extra fingers", "warped mug", "readable text", "logo", "watermark" ] }

{ "category": "AIRPORT_CORRIDOR_FULLBODY", "subject": { "demographics": "Adult woman, 21-27, Turkish-looking.", "hair": { "color": "Dark brown", "style": "Low ponytail, travel-day casual", "texture": "Natural strands, slight flyaways", "movement": "Subtle motion from walking" }, "face": { "eyes": "Bright, awake", "skin_details": "Real texture, no filter", "makeup": "Minimal travel-friendly look" }, "clothing": { "outfit": "Travel chic: coat + comfy pants + sneakers (no logos)", "fabric": "Realistic wrinkles at knees/elbows" }, "accessories": { "items": ["Rolling suitcase (no branding)", "Small tote (no logos)"], "jewelry": ["Small silver hoops"] } }, "pose": { "type": "Full-body walking candid", "orientation": "Mid-stride, slight lookback", "hands": "One hand on suitcase handle, other holding tote strap", "gaze": "Lookback toward camera, subtle smile", "posture": "Relaxed, confident traveler" }, "setting": { "environment": "Airport corridor", "background_elements": [ "Soft overhead lights", "Motion blur in distant travelers (no faces identifiable)", "Glossy floor reflections" ], "depth": "Subject sharp; background softened with motion" }, "camera": { "shot_type": "Full-body travel photo", "angle": "Eye-level", "focal_length_equivalent": "26mm phone or 35mm editorial", "framing": "4:5", "focus": "Face readable, outfit sharp" }, "lighting": { "source": "Overhead airport lighting", "highlights": "Natural reflections on floor", "shadows": "Soft, realistic" }, "mood_and_expression": { "tone": "Travel-day stylish, candid", "expression": "Friendly micro-smile" }, "style_and_realism": { "style": "Photorealistic UGC travel", "imperfections": "Slight tilt, mild noise" }, "technical_details": { "aspect_ratio": "4:5", "noise": "Mild", "motion_blur": "Background only" }, "constraints": { "adult_only": true, "no_text": true, "no_logos": true, "no_watermarks": true }, "negative_prompt": [ "readable signage", "logos", "extra limbs", "warped suitcase", "plastic skin", "cgi" ] }

{ "category": "MUSEUM_STEPS_FULLBODY", "subject": { "demographics": "Adult woman, 21-27, Turkish-looking, artsy vibe.", "hair": { "color": "Dark brown", "style": "Loose waves, tucked behind one ear", "texture": "Natural strands, slight flyaways" }, "face": { "eyes": "Thoughtful, warm", "skin_details": "Natural texture, no smoothing" }, "clothing": { "outfit": "Minimal chic black outfit + light coat (no logos)", "fabric": "Textile weave visible" }, "accessories": { "jewelry": ["Silver hoops"] } }, "pose": { "type": "Seated full-body", "orientation": "Sitting on steps, ankles crossed", "hands": "One hand resting on knee, other near chin", "gaze": "Soft eye contact, calm", "posture": "Relaxed, composed" }, "setting": { "environment": "Museum exterior steps", "background_elements": [ "Stone texture with realistic pores and wear", "Soft daylight", "No readable plaques/signage" ], "depth": "Subject sharp, background softly blurred" }, "camera": { "shot_type": "Full-body portrait", "angle": "Slightly low angle for elegance", "focal_length_equivalent": "35-50mm editorial", "framing": "4:5", "focus": "Face + hands sharp, background soft" }, "lighting": { "source": "Natural daylight", "direction": "Soft front-side", "shadows": "Gentle, realistic" }, "mood_and_expression": { "tone": "Artsy, calm, confident", "expression": "Subtle smile, thoughtful eyes" }, "style_and_realism": { "style": "Photoreal editorial lifestyle", "imperfections": "Natural hair flyaways preserved" }, "technical_details": { "aspect_ratio": "4:5", "noise": "Very mild", "sharpness": "Crisp facial detail" }, "constraints": { "adult_only": true, "no_text": true, "no_logos": true, "no_watermarks": true }, "negative_prompt": [ "readable text", "logos", "watermark", "extra fingers", "warped steps", "plastic skin", "cgi" ] }

# Task context You will be acting as ${role}. The context is ${context}. Your goal is ${goal}, to achieve ${sucess_criteria}. # Tone context You should maintain a ${tone} tone. # Background data, documents, and images First, read these files completely before responding: <guide>${guide_document}</guide> # Detailed task description & rules Here are some important rules for the task: - ${task_rule_1} - ${task_rule_2} - ${task_rule_3} - ${task_rule_4} - ${task_rule_5} # Examples Here is an example of how to respond in a standard interaction: <example> ${example} </example> # Conversation history Here is the conversation history (between the user and you) prior to the question: <history>${history}</history> # Immediate task description or request - ${task_description_1} - ${task_description_2} - ${task_description_3} - ${task_description_4} - ${task_description_5} # Planning and taking a deep breath Think wisely about your answer first before you respond and DO NOT start executing the task yet. Instead, ask me clarifying questions (use 'AskUserQuestion' tool if available) so can refine the approach together step by step.Then give me your execution plan (5-10 steps maximum), so we only begin work once we've aligned. # Output formatting Put your responde in <response></response> tags. # Prefilled response (if any) ${response_tag}

{ "category": "NIGHTCLUB_BOOTH_FLASH", "subject": { "demographics": "Adult woman, 21-29, Turkish-looking, nightlife vibe.", "hair": { "color": "Dark brown", "style": "Slightly messy, night-out texture", "texture": "Strands visible, slight shine", "movement": "Hair slightly displaced as if dancing" }, "face": { "eyes": "Bright, playful", "skin_details": "Real texture, slight flash shine", "makeup": "Night-out natural glam" }, "clothing": { "outfit": "Trendy black outfit, no logos", "fabric": "Realistic fabric sheen (not plastic)" }, "accessories": { "jewelry": ["Silver hoops"], "props": ["Simple drink glass (no labels)"] } }, "pose": { "type": "Half-body candid booth shot", "orientation": "Leaning slightly toward camera", "hands": "One hand holding glass, other brushing hair back", "gaze": "Direct eye contact", "expression": "Playful smirk" }, "setting": { "environment": "Nightclub booth", "background_elements": [ "Colored lights bokeh", "Soft atmospheric haze (not smoke)", "Crowd silhouettes blurred (no faces identifiable)" ], "depth": "Face sharp, background bokeh heavy" }, "camera": { "shot_type": "Half-body nightlife portrait", "angle": "Eye-level, handheld", "focal_length_equivalent": "26mm phone night mode", "framing": "4:5", "focus": "Eyes sharp, background soft" }, "lighting": { "source": "Phone flash + ambient club lights", "highlights": "Flash pop on face, realistic shine", "shadows": "Soft but contrasty nightlife look" }, "mood_and_expression": { "tone": "Fun, confident, candid", "atmosphere": "Energetic nightlife" }, "style_and_realism": { "style": "Photorealistic party UGC", "imperfections": "Grain, slight blur in background" }, "technical_details": { "aspect_ratio": "4:5", "noise": "Noticeable but realistic low-light noise", "motion_blur": "Minimal; allowed in background only" }, "constraints": { "adult_only": true, "no_text": true, "no_logos": true, "no_watermarks": true }, "negative_prompt": [ "readable signage", "logos", "watermark", "plastic skin", "cgi", "extra limbs", "warped hands" ] }

{ "category": "BEACH_WALK_GOLDEN_HOUR_FULLBODY", "subject": { "demographics": "Adult woman, 21-29, Turkish-looking, travel influencer vibe.", "hair": { "color": "Dark brown", "style": "Loose waves, wind-touched", "texture": "Natural strands, flyaways", "movement": "Hair moving lightly with sea breeze" }, "face": { "eyes": "Happy, squinting slightly in sun", "skin_details": "Realistic texture, sun-kissed glow (not oily)", "makeup": "Minimal beach look" }, "clothing": { "outfit": "Linen dress or beach cover-up (no logos)", "fabric": "Linen weave visible, gentle wrinkles", "movement": "Dress hem moving naturally" }, "accessories": { "jewelry": ["Silver hoops"] } }, "pose": { "type": "Full-body walking candid", "orientation": "Mid-step along shoreline", "hands": "One hand holding dress hem, other brushing hair back", "gaze": "Looking down laughing, then glancing toward camera vibe", "posture": "Carefree, relaxed" }, "setting": { "environment": "Beach shoreline", "background_elements": [ "Soft sunset reflections on water", "Footprints in sand", "Subtle haze (natural sea air, not smoke)" ], "depth": "Subject sharp, background softly blurred" }, "camera": { "shot_type": "Full-body travel photo", "angle": "Eye-level", "focal_length_equivalent": "26mm phone or 35mm editorial", "framing": "4:5", "focus": "Face readable; motion blur minimal" }, "lighting": { "source": "Golden hour sunlight", "direction": "Back/side rim light on hair and shoulders", "highlights": "Controlled sun flare", "shadows": "Soft, warm" }, "mood_and_expression": { "tone": "Dreamy, carefree, warm", "expression": "Natural laughter", "atmosphere": "Wanderlust candid" }, "style_and_realism": { "style": "Photoreal travel influencer", "imperfections": "Slight motion blur on dress hem allowed; face stays detailed" }, "technical_details": { "aspect_ratio": "4:5", "noise": "Low to mild", "motion_blur": "Subtle in fabric only" }, "constraints": { "adult_only": true, "no_text": true, "no_logos": true, "no_watermarks": true }, "negative_prompt": [ "watergun splash", "fake water texture", "extra limbs", "warped horizon", "readable text", "logos", "watermark" ] }

{ "category": "TECH_DESK_BUILDER_HALF_BODY", "subject": { "demographics": "Adult woman, 21-29, Turkish-looking, creator vibe.", "hair": { "color": "Dark brown", "style": "Low ponytail or loose waves", "texture": "Strands visible, slight flyaways" }, "face": { "eyes": "Focused but friendly", "skin_details": "Real texture, no smoothing", "makeup": "Minimal" }, "clothing": { "outfit": "Casual black top + light cardigan, no logos", "fabric": "Real knit weave, subtle wrinkles" }, "accessories": { "jewelry": ["Silver hoops"] } }, "pose": { "type": "Half-body seated", "orientation": "Body slightly angled, shoulders relaxed", "hands": "One hand near trackpad, other tucking hair behind ear", "gaze": "Looking at camera with small smirk", "posture": "Relaxed confident" }, "setting": { "environment": "Minimal desk setup", "background_elements": [ "Laptop/monitor with generic blurred UI (NO readable text)", "Warm desk lamp + cool monitor glow mix", "Plant in corner, small clutter blurred" ], "depth": "Face sharp, background bokeh" }, "camera": { "shot_type": "Half-body lifestyle portrait", "angle": "Slightly above eye level", "focal_length_equivalent": "26mm phone or 50mm pro", "framing": "4:5", "focus": "Eyes sharp" }, "lighting": { "source": "Warm lamp + cool monitor glow", "direction": "Soft mixed lighting with gentle shadows", "highlights": "Natural facial speculars", "shadows": "Soft, realistic" }, "mood_and_expression": { "tone": "Cozy creator, confident", "expression": "Micro-smirk", "atmosphere": "Late-night build session vibe" }, "style_and_realism": { "style": "Photorealistic lifestyle", "imperfections": "Mild noise, slight imperfect WB" }, "technical_details": { "aspect_ratio": "4:5", "noise": "Mild", "resolution": "High" }, "constraints": { "adult_only": true, "no_text": true, "no_logos": true, "no_watermarks": true, "no_readable_screens": true }, "negative_prompt": [ "readable UI text", "logos", "watermark", "plastic skin", "cgi", "extra fingers", "warped hands" ] }

{ "category": "BLUE_HOUR_BRIDGE_FULLBODY", "subject": { "demographics": "Adult woman, 21-29, Turkish-looking, calm confident vibe.", "hair": { "color": "Dark brown", "style": "Loose waves, slightly wind-touched", "texture": "Individual strands visible", "movement": "Small motion in hair tips" }, "face": { "eyes": "Calm direct gaze", "skin_details": "Natural texture, no smoothing" }, "clothing": { "outfit": "Minimal black coat + fitted top, no logos", "fabric": "Coat texture visible, slight wrinkles" }, "accessories": { "jewelry": ["Silver hoops"] } }, "pose": { "type": "Full-body leaning on railing", "orientation": "Body angled, head turned to camera", "hands": "Hands resting on railing, fingers correct", "gaze": "Direct eye contact", "expression": "Neutral calm confidence" }, "setting": { "environment": "Bridge at blue hour", "background_elements": [ "City lights bokeh", "Cool dusk ambience", "Railing texture visible" ], "depth": "Subject sharp, background bokeh" }, "camera": { "shot_type": "Full-body portrait", "angle": "Eye-level", "focal_length_equivalent": "35mm editorial", "framing": "4:5, subject off-center", "focus": "Face sharp, background creamy" }, "lighting": { "source": "Ambient dusk + city light bounce", "direction": "Soft front fill from environment", "highlights": "Controlled, subtle" }, "mood_and_expression": { "tone": "Cinematic, calm, premium", "atmosphere": "Blue hour dreamy realism" }, "style_and_realism": { "style": "Photoreal social/editorial", "imperfections": "Slight low-light noise allowed" }, "technical_details": { "aspect_ratio": "4:5", "noise": "Mild low-light grain" }, "constraints": { "adult_only": true, "no_text": true, "no_logos": true, "no_watermarks": true }, "negative_prompt": [ "fake skyline", "cgi", "plastic skin", "over-smoothing", "extra fingers", "warped railing", "readable text", "logos", "watermark" ] }

Prepare prompt for investor ready pitch deck for coachingbuddy app. CoachingBuddy app is India’s modern coaching discovery app that helps students and parents find the best coaching classes, academies, and training institutes near them. From school tuitions to competitive exam coaching, hobby classes, and sports academies—CoachingBuddy brings everything into one easy-to-use platform.

Act as a Senior Mobile Performance Engineer and Supabase Edge Functions Architect. Your task is to perform a deep, production-grade analysis of this codebase with a strict focus on: - Expo (React Native) mobile app behavior - Supabase Edge Functions usage - Cold start latency - Mobile perceived performance - Network + runtime inefficiencies specific to mobile environments This is NOT a refactor task. This is an ANALYSIS + DIAGNOSTIC task. Do not write code unless explicitly requested. Do not suggest generic best practices — base all conclusions on THIS codebase. --- ## 1. CONTEXT & ASSUMPTIONS Assume: - The app is built with Expo (managed or bare) - It targets iOS and Android - Supabase Edge Functions are used for backend logic - Users may be on unstable or slow mobile networks - App cold start + Edge cold start can stack Edge Functions run on Deno and are serverless. --- ## 2. ANALYSIS OBJECTIVES You must identify and document: ### A. Edge Function Cold Start Risks - Which Edge Functions are likely to suffer from cold starts - Why (bundle size, imports, runtime behavior) - Whether they are called during critical UX moments (app launch, session restore, navigation) ### B. Mobile UX Impact - Where cold starts are directly visible to the user - Which screens or flows block UI on Edge responses - Whether optimistic UI or background execution is used ### C. Import & Runtime Weight For each Edge Function: - Imported libraries - Whether imports are eager or lazy - Global-scope side effects - Estimated cold start cost (low / medium / high) ### D. Architectural Misplacements Identify logic that SHOULD NOT be in Edge Functions for a mobile app, such as: - Heavy AI calls - External API orchestration - Long-running tasks - Streaming responses Explain why each case is problematic specifically for mobile users. --- ## 3. EDGE FUNCTION CLASSIFICATION For each Edge Function, classify it into ONE of these roles: - Auth / Guard - Validation / Policy - Orchestration - Heavy compute - External API proxy - Background job trigger Then answer: - Is Edge the correct runtime for this role? - Should it be Edge, Server, or Worker? --- ## 4. MOBILE-SPECIFIC FLOW ANALYSIS Trace the following flows end-to-end: - App cold start → first Edge call - Session restore → Edge validation - User-triggered action → Edge request - Background → foreground resume For each flow: - Identify blocking calls - Identify cold start stacking risks - Identify unnecessary synchronous waits --- ## 5. PERFORMANCE & LATENCY BUDGET Estimate (qualitatively, not numerically): - Cold start impact per Edge Function - Hot start behavior - Worst-case perceived latency on mobile Use categories: - Invisible - Noticeable - UX-breaking --- ## 6. FINDINGS FORMAT (MANDATORY) Output your findings in the following structure: ### 🔴 Critical Issues Issues that directly harm mobile UX. ### 🟠 Moderate Risks Issues that scale poorly or affect retention. ### 🟢 Acceptable / Well-Designed Areas Good architectural decisions worth keeping. --- ## 7. RECOMMENDATIONS (STRICT RULES) - Recommendations must be specific to this codebase - Each recommendation must include: - What to change - Why (mobile + edge reasoning) - Expected impact (UX, latency, reliability) DO NOT: - Rewrite code - Introduce new frameworks - Over-optimize prematurely --- ## 8. FINAL VERDICT Answer explicitly: - Is this architecture mobile-appropriate? - Is Edge overused, underused, or correctly used? - What is the single highest-impact improvement? --- ## IMPORTANT RULES - Be critical and opinionated - Assume this app aims for production-quality UX - Treat cold start latency as a FIRST-CLASS problem - Prioritize mobile perception over backend elegance

{ "category": "BALCONY_COFFEE_PLANTS", "identity_lock": { "enabled": true, "priority": "ABSOLUTE_MAX", "instruction": "Preserve exact identity from reference. Adult 21+ only. No beautification or face changes." }, "subject": { "demographics": "Adult woman, 21-29 (match reference identity).", "hair": { "color": "Match reference.", "style": "Loose waves or messy bun with tendrils", "texture": "Real strands, flyaways, realistic volume", "movement": "Natural, slight breeze lift" }, "face": { "eyes": "Exact reference eyes; soft morning catchlights", "skin_details": "Natural texture, pores visible, gentle morning glow", "micro_details": "Keep reference marks" }, "clothing": { "outfit": "Cozy cardigan + simple top (no logos/text)", "fabric": "Knit texture visible, slight pilling allowed" }, "accessories": { "jewelry": ["Small silver hoops"], "props": ["Ceramic mug (unbranded)"] } }, "pose": { "type": "Lifestyle candid", "orientation": "Half-body seated on balcony chair", "head_position": "Slight tilt, chin relaxed", "hands": "Both hands around mug for warmth (hands correct)", "gaze": "Near-direct eye contact", "expression": "Soft smile, relaxed" }, "setting": { "environment": "Balcony with potted plants", "background_elements": [ "Plant leaves in foreground bokeh", "Soft city background blur (no readable signs)", "Morning haze, gentle atmosphere" ], "depth": "Foreground leaves blurred; face sharp; background soft" }, "camera": { "shot_type": "Half-body portrait", "angle": "Slightly above eye level", "focal_length_equivalent": "26mm phone OR 50mm pro", "framing": "4:5, off-center composition", "focus": "Eyes sharp; mug slightly softer" }, "lighting": { "source": "Soft morning daylight", "direction": "Front/side diffuse", "highlights": "Natural highlights on eyes and lips", "shadows": "Gentle under-chin shadow" }, "mood_and_expression": { "tone": "Cozy, relatable, calm", "atmosphere": "Tactile morning quiet" }, "style_and_realism": { "style": "Photoreal IG lifestyle", "imperfections": "Mild grain, slightly imperfect framing" }, "technical_details": { "aspect_ratio": "4:5", "resolution": "High", "noise": "Mild", "mode_variants": { "amateur": "Handheld iPhone-candid tilt, slight noise, imperfect composition", "pro": "Cleaner exposure, crisp micro-contrast, shallow DOF" } }, "constraints": { "adult_only": true, "single_subject_only": true, "no_text": true, "no_logos": true, "no_watermarks": true }, "negative_prompt": [ "identity drift", "face morphing", "cgi plants", "plastic skin", "extra fingers", "warped mug", "readable text", "logos", "watermark" ] }

{ "category": "FARMERS_MARKET_PRODUCE_CANDID", "identity_lock": { "enabled": true, "priority": "ABSOLUTE_MAX", "instruction": "Lock identity to reference image exactly. Adult 21+ only. No face changes." }, "subject": { "demographics": "Adult woman, 21-29, match reference identity.", "hair": { "color": "Match reference.", "style": "Loose waves, tucked behind ear", "texture": "Strands visible, mild flyaways", "movement": "Natural movement while walking" }, "face": { "eyes": "Exact reference eyes; bright daylight catchlights", "skin_details": "Pores visible, natural sunlit texture", "micro_details": "Preserve marks" }, "clothing": { "outfit": "Casual black top + light jacket (no logos/text)", "fabric": "Cotton/denim weave visible" }, "accessories": { "bag": "Canvas tote (no logos)", "jewelry": ["Small silver hoops"], "props": ["Paper bag of produce (unbranded)"] } }, "pose": { "type": "Walking candid", "orientation": "Half-body", "hands": "One hand holding produce bag, other adjusting tote strap", "gaze": "Looking at camera mid-laugh", "expression": "Bright, natural smile" }, "setting": { "environment": "Outdoor farmers market", "background_elements": [ "Colorful fruit/vegetable stalls (no readable signs)", "Soft crowd blur (no identifiable faces)", "Sunlight dappling" ], "depth": "Subject sharp; background lively bokeh" }, "camera": { "shot_type": "Half-body lifestyle", "angle": "Eye level", "focal_length_equivalent": "26mm phone or 35mm editorial", "framing": "4:5, subject off-center", "focus": "Face sharp; background soft" }, "lighting": { "source": "Natural daylight", "direction": "Soft front/side", "highlights": "Natural facial highlights", "shadows": "Soft under-chin" }, "mood_and_expression": { "tone": "Fresh, happy, relatable", "atmosphere": "Weekend candid" }, "style_and_realism": { "style": "Photorealistic IG lifestyle", "imperfections": "Minor motion blur in produce bag edges allowed" }, "technical_details": { "aspect_ratio": "4:5", "resolution": "High", "noise": "Low", "mode_variants": { "amateur": "Slightly shaky candid framing, mild HDR, imperfect crop", "pro": "Clean editorial exposure, crisp detail, shallow DOF" } }, "constraints": { "adult_only": true, "single_subject_only": true, "no_text": true, "no_logos": true, "no_watermarks": true, "no_readable_signage": true }, "negative_prompt": [ "readable text", "logos", "watermark", "identity drift", "face morphing", "extra fingers", "warped hands", "plastic skin", "over-smoothing" ] }

{ "category": "HOTEL_HALLWAY_FIT_CHECK", "identity_lock": { "enabled": true, "priority": "ABSOLUTE_MAX", "instruction": "Preserve exact reference identity. Adult 21+ only. No face/ethnicity changes." }, "subject": { "demographics": "Adult woman, 21-29, match reference identity.", "hair": { "color": "Match reference.", "style": "Sleek ponytail or loose waves", "texture": "Natural strands, mild flyaways" }, "face": { "eyes": "Exact reference eyes; confident gaze", "skin_details": "Natural texture, pores visible" }, "clothing": { "outfit": "Minimal black travel outfit (no logos/text)", "fabric": "Fabric weave visible, subtle wrinkles" }, "accessories": { "jewelry": [ "Small silver hoops" ], "bag": "Small shoulder bag (no logos)" } }, "pose": { "type": "Fit-check candid", "orientation": "Full-body or three-quarter", "hands": "One hand adjusting jacket hem; other holding bag strap", "gaze": "Looking at mirror reflection (no phone visible)", "expression": "Neutral confident" }, "setting": { "environment": "Hotel hallway", "background_elements": [ "Warm wall sconces", "Carpet texture visible", "Door frames blurred (no room numbers readable)" ], "depth": "Subject sharp; background softly blurred" }, "camera": { "shot_type": "Full-body hallway portrait", "angle": "Slightly low for height OR eye level", "focal_length_equivalent": "26mm phone or 35mm editorial", "framing": "4:5", "focus": "Face and outfit sharp" }, "lighting": { "source": "Warm hallway sconces", "direction": "Top/side warm", "highlights": "Warm rim on hair", "shadows": "Soft" }, "mood_and_expression": { "tone": "Travel chic, quiet luxury", "atmosphere": "Candid but composed" }, "style_and_realism": { "style": "Photoreal lifestyle", "imperfections": "Slight noise, mild tilt allowed" }, "technical_details": { "aspect_ratio": "4:5", "resolution": "High", "noise": "Mild indoor grain", "mode_variants": { "amateur": "Slightly crooked handheld framing, mild grain, imperfect crop", "pro": "Clean editorial exposure, crisp detail, controlled highlights" } }, "constraints": { "adult_only": true, "single_subject_only": true, "no_text": true, "no_logos": true, "no_watermarks": true, "no_readable_numbers": true }, "negative_prompt": [ "readable door numbers", "readable text", "logos", "watermark", "identity drift", "face morphing", "extra fingers", "warped hands", "plastic skin", "over-smoothing" ] }

Role: Act as a senior market research analyst specializing in digital advertising and cross-border e-commerce. Task: Create a detailed country entry report for ${insert_country_name}to help me sell products using Meta Ads (Facebook/Instagram) and TikTok Ads. Assumptions: I know nothing about this country — not its culture, economy, or digital landscape. Report Structure – follow exactly: Country Introduction (geography, population, language, currency, internet penetration, mobile usage, and key cultural notes relevant to advertising). Market Analysis for E-commerce & Social Commerce Economic overview (GDP, disposable income, consumer spending trends) Popular payment methods Logistics & delivery considerations Ad platform reach: Meta vs. TikTok (user demographics, engagement rates, ad costs if available) Social Media Trends (specific to Meta & TikTok in that country) Top content formats (e.g., challenges, UGC, influencer niches) Peak engagement times Cultural do's & don'ts for ads Emerging trends from the last 6 months Most Selling Products (by category) – list top 5–7 product categories currently trending on Meta/TikTok ads in that country, with 1 example per category. Recommended first 3 products to test + why they fit local trends. Tone: Actionable, data-driven, and beginner-friendly. Output language: English. all infomations must be from 2025 and 2026

{ "category": "PILATES_STUDIO_SOFT_DAYLIGHT", "identity_lock": { "enabled": true, "priority": "ABSOLUTE_MAX", "instruction": "Preserve exact reference identity and facial proportions. Adult 21+ only." }, "subject": { "demographics": "Adult woman, 21-29, match reference identity.", "hair": { "color": "Match reference.", "style": "High ponytail or neat bun (realistic, not perfect)", "texture": "Strands visible, a few flyaways", "movement": "Minimal" }, "face": { "eyes": "Exact reference eyes; calm focus", "skin_details": "Natural texture; subtle workout glow (not oily)", "micro_details": "Preserve marks" }, "clothing": { "outfit": "Minimal activewear set (no logos/text)", "fabric": "Athletic knit texture visible; realistic tension at seams" }, "accessories": { "jewelry": [ "Small silver hoops optional (can be removed for workout realism)" ] } }, "pose": { "type": "Post-session candid", "orientation": "Half-body seated on mat", "hands": "One hand holding water bottle (unbranded), other resting on knee", "gaze": "Near-direct eye contact", "expression": "Soft proud smile" }, "setting": { "environment": "Pilates studio", "background_elements": [ "Neutral studio walls", "Mirrors blurred without reflections glitches", "Yoga mats and props (no logos)" ], "depth": "Subject sharp; background soft" }, "camera": { "shot_type": "Half-body portrait", "angle": "Eye level or slightly above", "focal_length_equivalent": "26mm phone OR 50mm pro", "framing": "4:5", "focus": "Eyes sharp; background bokeh" }, "lighting": { "source": "Soft window daylight", "direction": "Gentle side/front", "highlights": "Natural highlights on cheekbones", "shadows": "Soft, flattering" }, "mood_and_expression": { "tone": "Clean, sporty, calm confidence", "atmosphere": "Minimal, airy" }, "style_and_realism": { "style": "Photoreal fitness lifestyle", "imperfections": "Mild noise, subtle sweat glow" }, "technical_details": { "aspect_ratio": "4:5", "resolution": "High", "noise": "Low to mild", "mode_variants": { "amateur": "Phone candid framing, mild noise, slight tilt", "pro": "Editorial fitness look, crisp micro-contrast, clean exposure" } }, "constraints": { "adult_only": true, "single_subject_only": true, "no_text": true, "no_logos": true, "no_watermarks": true }, "negative_prompt": [ "identity drift", "face morphing", "mirror glitches", "duplicate reflections", "extra fingers", "bad anatomy", "readable text", "logos", "watermark", "plastic skin", "over-smoothing" ] }

{ "colors": { "color_temperature": "cool", "contrast_level": "medium", "dominant_palette": [ "green", "dark gray", "yellow", "red-orange" ] }, "composition": { "camera_angle": "multi-angle triptych", "depth_of_field": "shallow", "focus": "woman with red hair and bicycle", "framing": "A triptych format that follows the woman's journey, combining a wide shot from behind, a medium portrait, and a medium shot by a pond." }, "description_short": "A triptych showing a woman with red hair on a day out with her bicycle in the countryside. Panels show her riding through a wildflower field, a close-up portrait, and standing by a pond.", "environment": { "location_type": "outdoor", "setting_details": "A rural landscape featuring a wildflower meadow, a dirt path, rolling green hills, and a small, still pond.", "time_of_day": "afternoon", "weather": "cloudy" }, "lighting": { "intensity": "moderate", "source_direction": "top", "type": "natural" }, "mood": { "atmosphere": "peaceful and contemplative", "emotional_tone": "calm" }, "narrative_elements": { "environmental_storytelling": "The overcast sky and quiet, natural setting create a mood of introspection and serene solitude.", "implied_action": "The woman is on a leisurely bike ride, pausing to take in the scenery and enjoy a quiet moment, suggesting a journey of both distance and thought." }, "objects": [ "woman", "bicycle", "jacket", "wildflower meadow", "pond", "hills" ], "people": { "ages": [ "young adult" ], "clothing_style": "casual, dark jacket and jeans", "count": "1", "genders": [ "female" ] }, "prompt": "A cinematic triptych capturing a serene day in the countryside with a young woman with vibrant red hair. Top panel: viewed from behind, she cycles down a narrow path through a vast meadow of yellow and purple wildflowers under a cloudy sky. Middle panel: a gentle medium portrait of her smiling softly, with the colorful field blurred behind her. Bottom panel: she stands with her vintage bicycle beside a calm pond, reflectively brushing her hair back. The style is moody and atmospheric, with soft, diffused natural light from the overcast sky and a muted, earthy color palette.", "style": { "art_style": "realistic", "influences": [ "cinematic photography", "moody portraiture", "film aesthetic" ], "medium": "photography" }, "technical_tags": [ "triptych", "overcast lighting", "diffused light", "rural", "shallow depth of field", "portrait" ], "use_case": "Lifestyle blog imagery, narrative photo essay, advertising for travel or apparel.", "uuid": "2cc80ab3-7973-4fc0-9f95-db3917b8b152" }

{ "colors": { "color_temperature": "warm", "contrast_level": "medium", "dominant_palette": [ "green", "beige", "red-orange" ] }, "composition": { "camera_angle": "multi-angle triptych", "depth_of_field": "shallow", "focus": "woman with red hair", "framing": "The image is a triptych, combining a wide shot, a close-up portrait, and a low-angle shot to create a narrative sequence." }, "description_short": "A triptych of a young woman with long red hair in a sunlit meadow. The top panel is a wide shot of her with arms outstretched, the middle is a close-up portrait, and the bottom shows her lying in the grass reaching towards the camera.", "environment": { "location_type": "outdoor", "setting_details": "A lush green meadow with tall grass, surrounded by large, mature trees in the background.", "time_of_day": "afternoon", "weather": "sunny" }, "lighting": { "intensity": "moderate", "source_direction": "mixed", "type": "natural" }, "mood": { "atmosphere": "serene and whimsical connection with nature", "emotional_tone": "calm" }, "narrative_elements": { "environmental_storytelling": "The natural, wild setting suggests a theme of freedom, peace, and being one with nature.", "implied_action": "The woman is dancing, resting, and reaching out, suggesting a fluid and expressive interaction with her environment." }, "objects": [ "woman", "dress", "tall grass", "trees" ], "people": { "ages": [ "young adult" ], "clothing_style": "bohemian, prairie dress", "count": "1", "genders": [ "female" ] }, "prompt": "A cinematic film photography triptych of a beautiful young woman with long, flowing red hair and freckles, wearing a light-colored prairie dress. Top panel: a wide shot of her in a sun-dappled meadow, arms raised in joyful abandon under large oak trees. Middle panel: an intimate close-up portrait, her smiling gently into the camera, with a soft, blurred green background. Bottom panel: a low-angle shot of her lying in the tall grass, reaching a hand out to the viewer. The overall style is cinematic, with warm, soft lighting, and a nostalgic film grain.", "style": { "art_style": "realistic", "influences": [ "cinematic photography", "indie film", "lifestyle photography" ], "medium": "photography" }, "technical_tags": [ "triptych", "portrait", "wide shot", "shallow depth of field", "film grain", "natural light" ], "use_case": "Stock photography, fashion editorial, or narrative storytelling dataset.", "uuid": "b70a4a22-22c1-4d22-8a61-48e92bddb07e" }

Retro-futuristic 1970s sci-fi cinema look, shot on 35mm film. Figures wear high-collar ivory uniforms with oversized white spherical helmets and dark tinted visors. Symmetrical, wide-angle composition with strong negative space, Wes Anderson × Stanley Kubrick deadpan aesthetic. Soft, diffused overcast lighting with a sterile, clinical feel and low contrast shadows. Muted pastel palette of whites, creams, pale blues, desaturated teal, and light earth tones, slightly hazy film tint. Set in brutalist minimalist interiors or foggy coastal landscapes with retro-analog technology and boxy futuristic vehicles. Kodak Portra 400 look, visible film grain, subtle motion blur, deep depth of field, tactile matte textures.

{ "scene_setup": { "subject": { "clothing": "wearing a black oversized hoodie, black backwards baseball cap, silver chain necklace", "appearance": "male model, beard, intense serious gaze, masculine features", "pose": "sitting or leaning forward, looking down at camera, authoritative stance" }, "camera_angle": { "type": "Low angle shot", "focus": "Sharp focus on face, shallow depth of field (bokeh background)", "framing": "Medium close-up portrait" }, "environment": { "location": "Urban street at night, under a concrete bridge or overpass", "background_elements": "blurred city lights, bokeh skyscrapers, a car with headlights on in the background", "ground": "wet asphalt, rain reflections" }, "lighting_and_fx": { "style": "Cinematic moody lighting, high contrast", "colors": "Teal and orange color grading, warm street lights vs dark blue sky", "effects": "Smoke or steam rising in the foreground, volumetric lighting" }, "technical": { "quality": "Photorealistic, 8k resolution, raw photo style, highly detailed texture", "engine": "Unreal Engine 5 render style or high-end photography" } } }

Striking young woman in her early 20s, wet tousled shoulder-length golden blonde hair. Sun-kissed fair skin with warm undertones, fine water droplets glistening across her collarbones and shoulders. Wearing a dark, minimalist string bikini top. Partially submerged in shallow, translucent coastal water. She looks directly at the camera with an intense yet soft, introspective gaze. Lips gently parted. Damp strands of hair resting naturally on her cheeks. Set in a tranquil coastal inlet at golden hour. Warm amber sunlight reflects off gentle ripples, creating subtle caustic light patterns on her glowing skin. Emotionally quiet, intimate summer atmosphere. Evokes nostalgia, calm, and vulnerability. Ultra close-up portrait, eye-level angle. Cinematic depth of field isolating facial features. Soft lens flare and warm rim light outlining her silhouette. Golden hour natural lighting. Creamy highlights, gentle shadows. Photorealistic cinematic photography. Professional DSLR look. High-end magazine editorial style. Ultra-detailed skin texture. 8K UHD quality. natural imperfections, realistic skin pores, subtle asymmetry

Ancient Japanese village at night, quiet and empty, deeply spiritual atmosphere. Traditional wooden houses lining a narrow stone street, wet from recent rain, reflecting soft warm paper lantern light. Low mist drifting slowly through the village, moving with intention, as if guided by an unseen presence. Paper lanterns glowing gently one by one, with no visible source of ignition. At the end of the street, an old moss-covered torii gate emerging from the fog. Behind it, a subtle sacred presence — no physical form, no face — only a soft, breathing glow within the mist, calm and ancient, watching without judgment, like a shintō kami. An old tree beside the path wrapped with a weathered shimenawa rope. Shide paper streamers moving slightly despite the still air. Footsteps visible on the wet stone ground, leading forward like a quiet ritual path. Mood of reverence, silence, and timelessness. The boundary between the visible world and the unseen feels thin and sacred. Cinematic composition with strong leading lines and deep perspective. Volumetric fog, soft natural light diffusion. Color palette of deep indigo blues, muted forest greens, and warm amber highlights. Photorealistic cinematic realism, ultra-detailed organic textures, natural imperfections, subtle asymmetry, atmospheric concept art, high resolution, 8K quality. Negative prompt: anime, cartoon, illustration, horror, aggressive mood, monsters, demons, jump scare, modern buildings, neon lights, cyberpunk, city elements, text, watermark, logo, characters in foreground, sharp artificial lighting, oversaturated colors

​${current_weather} in a gravity-defying ${city_name}. The asphalt street curves seamlessly upwards, physically bending 90 degrees to become a vertical wall, then arching directly overhead. Not a reflection, but a solid continuous loop of architecture. Iconic buildings and roads protrude perpendicularly from the curved surface all around. ${city_name}'s landmarks hang upside down above. Realistic lighting matching the weather, vivid details, photorealistic 8k.

{ "image_analysis": { "environment": { "type": "Indoor", "location_type": "Living Room / Domestic Setting", "atmosphere": "Festive, Nostalgic, Warm, Vintage Holiday", "background_elements": "Beige wall with a gallery of framed family portraits, patterned sofa, Christmas tree" }, "camera_specs": { "style": "Vintage aesthetic / Flash Photography", "lens_type": "Standard wide (approx 35mm)", "angle": "Eye-level, straight on", "effects": "Film grain simulation, slight vignette, direct on-camera flash look", "focus": "Focus on the dancing subject, slight motion blur on the raised foot" }, "lighting": { "condition": "Mixed lighting (Artificial + Flash)", "sources": [ { "source_id": 1, "type": "Camera Flash", "direction": "Frontal / Direct", "intensity": "High / Harsh", "color": "Cool white", "effect_on_subject": "Illuminates subject clearly, creates distinct drop shadows behind her, flattens features slightly" }, { "source_id": 2, "type": "Christmas Tree Lights", "direction": "From Left", "intensity": "Low / Ambient", "color": "Multi-colored (Red, Green, Blue, Yellow)", "effect_on_subject": "Adds colorful bokeh and rim light on the left side" }, { "source_id": 3, "type": "Room Ambient Light", "direction": "Overhead / General", "intensity": "Warm / Low", "color": "Tungsten / Orange-Yellow", "effect_on_subject": "General warm cast on the background" } ] }, "subject_analysis": { "identity": "Young woman", "orientation": "Body angled slightly right, Face 3/4 view looking down", "emotional_state": "Joyful, Glee, Carefree", "action": "Dancing / Prancing", "posture": { "general_definition": "Dynamic motion, balancing on one leg", "feet_placement": "Left foot planted on carpet, Right foot raised behind (knee bent)", "hand_placement": "Arms relaxed but slightly outstretched for balance, hands in loose fists/natural curve", "visible_extent": "Full body (feet to head)" }, "head_details": { "hair": { "color": "Medium Brown", "style": "Bob cut / Shoulder length, straight with slight curve", "accessory": "Red headband" }, "face": { "expression": "Broad smile, teeth visible, eyes looking down/closed in laughter", "skin_tone": "Fair / Light" } }, "body_details": { "body_type": "Slim / Petite", "attire": { "upper_body": { "item": "Knitted Sweater", "style": "Fair Isle / Nordic pattern", "color": "Olive Green base with white and brown geometric patterns", "fit": "Relaxed / Cozy", "texture": "Wool / Knit" }, "lower_body": { "item": "Mini Skirt", "style": "A-line button-front skirt", "material": "Corduroy (suggested by texture)", "color": "Deep Red", "fit": "High-waisted" }, "footwear": { "item": "Socks", "color": "Black", "style": "Ankle length", "notes": "No shoes worn" } } } }, "secondary_subjects": [ { "identity": "Two Older Men", "location": "Background, sitting on the sofa", "attire": "Festive sweaters (Red/Dark tones), Jeans", "action": "Watching the main subject", "emotional_state": "Passive observation / Amusement" } ], "objects_in_scene": [ { "object": "Christmas Tree", "description": "Large evergreen, heavily decorated with tinsel, ornaments, and colored lights. Angel topper.", "position": "Left side of frame", "purpose": "Holiday context / Decor" }, { "object": "Presents", "description": "Wrapped gift boxes", "position": "Under the Christmas tree", "colors": "Red, Green, White patterns" }, { "object": "Wall Photos", "description": "Framed portraits arranged in a grid", "position": "Back wall", "content": "Family portraits, individuals and groups" }, { "object": "Sofa", "description": "Beige/Tan fabric with subtle plaid or texture", "position": "Background right" } ], "negative_prompts": [ "sadness", "darkness", "modern aesthetic", "high definition clean look", "outdoor", "summer", "suit and tie", "empty room", "shoes on carpet", "neon lights" ] } }

{ "image_analysis": { "environment": { "type": "Indoor", "location_type": "Bedroom or Living Area", "spatial_depth": "Reflected depth via mirror", "background_elements": "Large black flat-screen TV (reflected), clean white walls, dark flooring or rug" }, "camera_specs": { "lens_type": "Smartphone Main Camera (Wide)", "angle": "Eye-level, straight-on mirror reflection", "perspective": "Full body shot (cropped at knees)", "focus": "Sharp focus on the subject's body", "framing": "Vertical portrait within a circular frame (mirror)" }, "lighting": { "condition": "Soft Daylight / Window Light", "sources": [ { "source_id": 1, "type": "Natural Window Light", "direction": "From the left (subject's right side)", "color_temperature": "Cool/Neutral White", "intensity": "Moderate", "effect_on_subject": "Creates gentle highlights on the right arm, shoulder, and hip; casts soft shadows on the left side of the torso, emphasizing muscle definition" } ], "shadows": "Soft, diffuse shadows defining the abdominal muscles and collarbones" }, "subject_analysis": { "identity": "Young woman (Face obscured by phone)", "orientation": "Front-facing towards mirror", "emotional_state": "Confident, body-positive", "sensuality": "Moderate; highlights physique and fitness", "posture": { "general_definition": "Standing, 'Contrapposto' stance (weight on one leg)", "feet_placement": "Not visible (cropped out)", "hand_placement": "Left hand holding phone covering face, Right arm hanging naturally by side", "visible_extent": "From top of head to mid-thigh" }, "head_details": { "hair": { "color": "Dark Brown", "style": "Long, loose, slightly wavy", "texture": "Silky", "interaction_with_face": "Falls over shoulders, framing the phone" }, "face": { "definition": "Obscured by smartphone", "visible_features": "None explicitly visible" } }, "body_details": { "body_type": "Slim / Athletic / Toned", "skin_tone": "Fair / Pale", "neck_area": { "visibility": "Visible, slender", "details": "Defined sternocleidomastoid muscles due to lighting" }, "shoulder_area": { "shape": "Squared but delicate", "posture": "Relaxed" }, "chest_area": { "ratio_to_body": "Proportionate", "visual_estimate": "Small to Medium", "bra_status": "Wearing sports bra/bralette", "nipple_visibility": "Concealed by padding/fabric", "shape": "Natural, lifted" }, "midsection": { "belly_button": "Visible, vertical oval", "muscle_definition": "Visible '11' line abs (linea alba definition)", "ratio_to_chest": "Narrower", "ratio_to_hips": "Significantly tapered (Hourglass silhouette)" }, "hip_area": { "ratio_to_waist": "Curved, wider than waist", "shape": "Rounded", "width": "Moderate" }, "leg_area": { "thighs": "Smooth, slight gap visible", "knees": "Not visible" } }, "attire": { "upper_body": { "item": "Bralette / Crop Top", "style": "Spaghetti straps, gathered/ruched front, scoop neck", "color": "Dark Olive Green", "fabric": "Cotton or synthetic blend, matte finish", "fit": "Tight / Skin-tight" }, "lower_body": { "item": "Boy Shorts / Hot Pants", "style": "Wide ribbed waistband, short leg", "color": "Dark Olive Green (Matching set)", "fabric": "Ribbed knit texture", "fit": "Tight / Form-fitting" } }, "accessories": { "jewelry": "Simple ring on left hand (phone hand)", "tech": "Smartphone with light pink/blush case" } }, "objects_in_scene": [ { "object": "Mirror", "description": "Large, circular wall mirror with a thin black frame", "role": "Framing device for the selfie", "ratio": "Dominates the composition" }, { "object": "Television", "description": "Large flat screen, black, turned off", "position": "Reflected in background, behind subject", "role": "Background clutter/context" } ], "negative_prompts": [ "face visible", "ugly", "fat", "morbid", "mutilated", "tranny", "trans", "trannsexual", "illustration", "cartoon", "anime", "painting", "drawing", "low quality", "jpeg artifacts", "grainy", "text", "watermark", "signature", "cluttered background", "bad lighting" ] } }

{ "colors": { "color_temperature": "warm", "contrast_level": "medium", "dominant_palette": [ "brown", "beige", "muted teal", "cream" ] }, "composition": { "camera_angle": "eye-level", "depth_of_field": "shallow", "focus": "A young ${gender} laughing", "framing": "The main subject is framed by a blurred crowd in the background and a camera in the foreground. The camera's screen creates a frame-within-a-frame, emphasizing the act of photography." }, "description_short": "An over-the-shoulder shot of a photographer taking a picture of a joyful young ${gender} laughing heartily in the middle of a blurred crowd.", "environment": { "location_type": "outdoor", "setting_details": "A busy, crowded public space, likely a city street or plaza. The background is filled with many people, all rendered as a soft blur, with some red bokeh lights visible.", "time_of_day": "afternoon", "weather": "cloudy" }, "lighting": { "intensity": "moderate", "source_direction": "front", "type": "natural" }, "mood": { "atmosphere": "A candid moment of pure joy", "emotional_tone": "joyful" }, "narrative_elements": { "character_interactions": "A photographer is capturing a candid, happy moment of a ${gender}, suggesting a positive and comfortable rapport between them.", "environmental_storytelling": "The crowded, out-of-focus background highlights the ${gender} as a singular point of happiness and calm within a bustling environment, making the moment feel personal and intimate.", "implied_action": "A photoshoot is actively in progress, capturing a spontaneous reaction from the subject." }, "objects": [ "camera", "${gender}", "crowd" ], "people": { "ages": [ "young adult" ], "clothing_style": "casual winter wear", "count": "unknown", "genders": [ "female" ] }, "prompt": "Cinematic street photography from an over-the-shoulder perspective. A photographer holds a digital camera, its screen displaying the shot. The subject is a beautiful young Asian ${gender} with wavy brown hair, who is bursting into a joyful, open-mouthed laugh. She wears a cozy cream-colored knit sweater. The background is a dense, anonymous crowd, completely blurred with soft bokeh lights. The image has a warm, vintage color grade, shallow depth of field, and captures a candid, heartwarming moment of pure happiness.", "style": { "art_style": "realistic", "influences": [ "street photography", "candid portraiture", "cinematic" ], "medium": "photography" }, "technical_tags": [ "shallow depth of field", "bokeh", "over-the-shoulder shot", "candid photography", "portrait", "frame within a frame", "warm tones" ], "use_case": "Stock photography for themes of happiness, urban life, photography, and candid moments.", "uuid": "c0e1b01c-e07e-41b1-b035-f8802d8ec319" }

Extreme close-up macro photograph of a young woman’s face during golden hour. Warm natural sunlight coming from the side creates glowing highlights on dewy, freckled skin. The right hazel eye is in sharp focus, reflecting light with high clarity. Shallow depth of field isolates the eye, skin texture, nose and lips while the background completely melts away. Skin texture is highly detailed and realistic, pores and freckles visible, no heavy retouching. Color palette dominated by warm bronze, tan, gold and soft brown tones. Calm, intimate, sun-kissed mood. Cinematic beauty photography, hyperrealistic, natural look, high detail.

{ "prompt": "An ethereal close-up portrait of a young woman with short, wavy blonde hair. Her eyes are gently closed as her face is illuminated by the warm, golden glow of sunset. A creative double exposure technique creates a soft, translucent echo of her profile. The background is a deep, moody teal, creating a striking contrast. The mood is serene, introspective, and dreamlike. Cinematic photography with a soft focus and subtle film grain.", "style": { "medium": "photography", "art_style": "cinematic", "influences": [ "fine art photography", "surrealism" ] }, "composition": { "camera_angle": "close-up", "framing": "chest up, slightly off-center", "focus": "woman's face and hair", "depth_of_field": "shallow", "special_technique": "double exposure" }, "lighting": { "type": "natural", "time": "golden hour", "intensity": "strong", "direction": "side", "color_temperature": "warm" }, "colors": { "contrast": "high", "palette": [ "golden yellow", "orange", "teal", "dark cyan" ] }, "environment": { "setting": "outdoor", "time_of_day": "evening", "background": "dark, blurred twilight sky", "weather": "clear" }, "subject": { "count": 1, "gender": "female", "age": "young adult", "appearance": { "hair": "short, wavy blonde", "expression": "eyes closed, calm" }, "clothing": "light-colored pleated blouse", "accessories": ["necklace"] }, "mood": { "atmosphere": "dreamy", "emotional_tone": "calm and introspective" }, "narrative": { "theme": "inner peace and self-reflection", "implied_state": "quiet contemplation or meditation", "symbolism": "double exposure suggests a spiritual or dream-like separation of mind and body" }, "rendering_details": { "focus_quality": "soft", "grain": "subtle film grain" } }

An ultra-realistic 8K cinematic studio portrait framed from mid-thigh up, featuring a figure standing confidently against a vibrant ochre-red background. The subject wears an oversized, highly textured bomber jacket with an eclectic, abstract patchwork pattern in muted and vivid reds, blues, greens, and beiges, paired with loose drab olive cargo pants and a white T-shirt. Lighting is harsh and frontal, creating crisp shadows and emphasizing fabric textures. A defining artistic element is a translucent, motion-blurred ghost duplicate of the subject positioned slightly behind and to the right, streaking horizontally with colorful trails that convey rapid movement or temporal distortion. The background remains uniform but subtly graded, adding depth without distraction. Shot in a high-fashion editorial style with sharp focus on the primary figure, shallow depth of field, and precise studio realism, delivering a bold, experimental, avant-garde mood.

{ "name": "night_shift_dessert_shop", "prompt": "ultra-realistic single photograph, evening interior of a small Turkish dessert shop on a busy street, shot with a full-frame DSLR, 35mm lens at f/1.8, ISO 800, soft warm tungsten lighting mixed with cold blue light from the street, cinematic color grading. The same young blonde woman from earlier, mid-20s, light skin, long slightly messy wavy blonde hair, natural makeup, small tired smile, realistic proportions, modest clothing: simple black puffer jacket over a light sweater and jeans, no nudity, no sexualized posing. She is working the late shift alone: leaning with one elbow on a wooden café table near the window, head resting on her wrist, eyes half-open from exhaustion, a ballpoint pen and open notebook full of scribbled numbers and to-do lists in front of her, next to a half-finished Turkish tea in a thin glass, small saucer with sugar cubes, crumbs from eaten pastries. Behind her: illuminated pastry counter with trays of baklava, künefe, lokma and other Turkish desserts, metal trays glistening with syrup, glass reflections showing the neon shop sign backwards, tiny fridge with bottled water and soda, background slightly out of focus. Outside the window: blurry night traffic, streaks of headlights, silhouettes of pedestrians passing, one yellow taxi stopped near the curb, light rain on the glass, small droplets catching reflections from the neon 'tatlı dünyası' sign. Composition: three-quarter view from table height, the woman is the main focus in the foreground, bokeh lights in the back, realistic clutter (receipt roll, napkin holder, salt shaker), storytelling mood: a young woman juggling survival and dreams, lonely late-night shift, bittersweet but warm. Style: naturalistic documentary photo, no filters, realistic skin texture, detailed hair strands, believable lighting and shadows, soft contrast, shot as if for a long-form magazine story about working women in modern Türkiye.", "negative_prompt": "no anime, no illustration, no 3d render, no oil painting, no caricature, no fisheye distortion, no lens flare spam, no overexposed highlights, no HDR halos, no beauty-pageant glamour, no extreme retouch, no glowing skin, no plastic doll look, no surreal colors, no cyberpunk neon, no fantasy elements, no wings, no magic, no duplicated faces or limbs, no deformed hands, no extra fingers, no text overlays or big subtitles, no watermarks, no brand logos, no sexual content or see-through clothing.", "width": 832, "height": 1216, "cfg_scale": 5.5, "steps": 30, "sampler": "euler", "seed": 11223344 }

Ultra-realistic Turkish indie-series night scene in a slightly alternative bar in Ankara’s hipster neighborhood, vertical frame like a phone story. Warm tungsten light bulbs hang from the ceiling, some bare, some inside mismatched shades. Walls are exposed brick covered with gig posters and old black-and-white Turkish rock photos. In the foreground, a 27-year-old Turkish-looking curvy blonde woman with a soft, slightly chubby figure sits sideways on a high bar stool at a wooden counter. She wears high-waisted jeans and a fitted black tank top under an oversized vintage denim jacket, unbuttoned, giving a casual but slightly sexy look, with messy wavy hair. On the counter in front of her is a tall slim pint glass and a brown bottle of **Bomonti Filtresiz 100% Malt** with the label turned halfway toward the camera, condensation visible. Nearby, a coaster and a smaller bottle of **Efes Malt** hint that she’s tried a couple of different beers. Behind the bar, shelves hold a mix of bottles, with several **Efes Draft barrel-shaped cans**, **Efes Özel Seri** and **Efes Dark** bottles standing alongside imported names like **Miller**, **Beck’s**, and **Corona**, labels visible but not perfectly front-facing, just real bar clutter. She is looking down at her phone, thumb mid-scroll, with a smirk as if she’s about to post a sarcastic “iyi geceler” or “evde oturuyorum diye yalan söyledim” tweet from the bar. The bluish glow of the screen illuminates her face and neckline while the rest of her body is warmer from the ambient light. Around her, the bar crowd is very Ankara-hipster: a small group in the background sits at a table playing tavla, craft beers and **Efes Haus** bottles on their table; a bearded guy in a beanie leans on the bar talking to the bartender; another girl with colored hair smokes at the open door. A small live music stage in the corner has a drum kit and amps, but no band at the moment. The handheld vertical composition is slightly skewed: the top of a neon **Efes Pilsen** sign is cut off at the top edge; the corner of the bar and one customer are cropped at the side. There is mild motion blur on people walking behind, visible digital noise in the shadowy corners, reflections on bottles, and realistic skin texture on the woman without smoothing. Colors are warm orange and amber with pops of Efes blue and green from some bottle labels. The whole scene feels like a genuine Ankara alt bar night shot on a phone, with Bomonti and Efes products naturally embedded.

Ultra-realistic night shot from a balcony of an old Ankara apartment building, vertical, slightly shaky like a selfie taken by a friend. The camera is outside on the balcony at chest height. In the center stands a 27-year-old Turkish-looking curvy blonde woman with a soft figure, wearing loose home clothes: thin hoodie or cardigan over a fitted t-shirt, and comfy shorts or sweatpants. Barefoot or in cheap house slippers. Her hair is loosely tied, a little messy. She leans against the balcony rail with one hip, looking down at her phone while casually holding a **tall Efes Pilsen bottle** in her other hand by the neck, relaxed, not drunk. The phone screen glow lights her face softly; she’s clearly typing or has just posted an “iyi geceler” tweet with a city view. On the balcony floor next to her is a blue **plastic Efes crate** with a mix of **Efes Pilsen bottles**, a couple of **Efes Malt bottles**, and one distinctive **Efes Draft barrel-shaped can** lying on its side, label facing outward. You can also see at least one **Efes Pilsen Green** bottle with a green label and caps, and maybe a darker **Efes Dark** bottle, arranged casually like leftovers after having friends over earlier. A small folding table holds an ashtray and a half-eaten packet of sunflower seeds. The view beyond the balcony rail is classic Ankara at night: rows of older concrete apartment blocks, scattered balcony lights, a side street with a few parked cars and one moving yellow taxi whose headlights streak slightly from motion blur. Distant shopfronts are visible but not sharp. One building has a big blue **Efes neon sign** on its ground-floor pub, and another has a tattered umbrella on the sidewalk with the Efes logo printed on it, folded for the night. The vertical frame is composed but imperfect: her head is near the top edge, part of the crate is cut off at the bottom, a piece of laundry hanging off another balcony intrudes at one side. There is visible high-ISO noise in the dark sky and distant buildings; the taxi’s lights and the neon sign bloom slightly, adding realism. Colors are mostly muted urban night tones, with the Efes blue standing out but not looking like a polished ad. Her posture and expression are calm, a bit introspective, like she’s sending “iyi geceler Ankara” to her followers as the night cools down around her, surrounded by the visual language of the Efes product range without it becoming a pure product shot.

Ultra-realistic, slightly comedic night scene in a small, slightly shabby Ankara meyhane or neighborhood bar, vertical framing as if shot on a normal phone. The interior is lit with warm yellow bulbs and a bright **blue Efes Pilsen neon sign** on the wall, which casts a cool glow. Simple wooden tables, mismatched chairs, tiled floor, walls covered in old framed photos and football scarves. At one small table near the front, a 27-year-old Turkish-looking curvy blonde woman sits sideways on a chair, one elbow on the table, phone in her hand. She wears casual but slightly dressy clothes for a night out: fitted jeans and a low-cut but tasteful top, maybe with a light jacket hanging on the chair. Her blonde hair is loose, a bit tousled. In front of her on the table there are two **Efes Pilsen bottles**, one mostly empty and the other half full, plus a small glass of beer poured from the bottle, with bubbles and foam. Next to the bottles are a plate of meze (white cheese, cucumber, tomato), a few slices of lemon, and a bowl of nuts. She is looking at her phone with a tired satisfied expression, thumb hovering above the screen as she finishes an “iyi geceler” tweet before heading home. The screen glow hits her face with a soft bluish tint that contrasts with the warm overhead lighting. Around her, the bar is alive with typical Ankara characters: a group of men at a corner table laughing loudly with **Efes Draft barrel-shaped cans** and small glasses in front of them; another table with a couple sharing a plate of fries; an older bartender behind the counter drying glasses. Behind the bar, shelves hold rows of **Efes Pilsen**, **Efes Malt**, maybe a couple of **Efes Özel Seri** bottles, labels clearly visible but not arranged like a slick ad, just a real bar stock. An old fridge behind the counter has a glowing **Efes** logo on top and condensation on the glass door. In the background there might be a muted TV showing highlights from a match or music videos. A small printed menu stuck to the wall lists “Efes Pilsen, Efes Draft, Efes Malt, Efes Xtra” in Turkish, slightly crooked. Ashtrays on tables have the Efes logo, some overflowing with cigarette butts, but smoke is subtle and realistic, not stylized. The handheld vertical frame cuts off part of the neon sign at the top and part of another table at the edge, adding to the candid feel. There is mild motion blur on a waiter walking past and visible grain/noise in the darker corners. Colors are natural: warm skin tones, blue from the neon and labels, yellowish interior light. No beauty smoothing—her skin shows pores and little imperfections. The entire mise-en-scène feels like the end of a real Ankara bar night, captured in the moment she tells Twitter “iyi geceler” with an Efes bottle in front of her.

# SEO Optimization You are a senior SEO expert and specialist in content strategy, keyword research, technical SEO, on-page optimization, off-page authority building, and SERP analysis. ## Task-Oriented Execution Model - Treat every requirement below as an explicit, trackable task. - Assign each task a stable ID (e.g., TASK-1.1) and use checklist items in outputs. - Keep tasks grouped under the same headings to preserve traceability. - Produce outputs as Markdown documents with task checklists; include code only in fenced blocks when required. - Preserve scope exactly as written; do not drop or add requirements. ## Core Tasks - **Analyze** existing content for keyword usage, content gaps, cannibalization issues, thin or outdated pages, and internal linking opportunities - **Research** primary, secondary, long-tail, semantic, and LSI keywords; cluster by search intent and funnel stage (TOFU / MOFU / BOFU) - **Audit** competitor pages and SERP results to identify content gaps, weak explanations, missing subtopics, and differentiation opportunities - **Optimize** on-page elements including title tags, meta descriptions, URL slugs, heading hierarchy, image alt text, and schema markup - **Create** SEO-optimized, user-centric long-form content that is authoritative, data-driven, and conversion-oriented - **Strategize** off-page authority building through backlink campaigns, digital PR, guest posting, and linkable asset creation ## Task Workflow: SEO Content Optimization When performing SEO optimization for a target keyword or content asset: ### 1. Project Context and File Analysis - Analyze all existing content in the working directory (blog posts, landing pages, documentation, markdown, HTML) - Identify existing keyword usage and density patterns - Detect content cannibalization issues across pages - Flag thin or outdated content that needs refreshing - Map internal linking opportunities between related pages - Summarize current SEO strengths and weaknesses before creating or revising content ### 2. Search Intent and Audience Analysis - Classify search intent: informational, commercial, transactional, and navigational - Define primary audience personas and their pain points, goals, and decision criteria - Map keywords and content sections to each intent type - Identify the funnel stage each intent serves (awareness, consideration, decision) - Determine the content format that best satisfies each intent (guide, comparison, tool, FAQ) ### 3. Keyword Research and Semantic Clustering - Identify primary keyword, secondary keywords, and long-tail variations - Discover semantic and LSI terms related to the topic - Collect People Also Ask questions and related search queries - Group keywords by search intent and funnel stage - Ensure natural usage and appropriate keyword density without stuffing ### 4. Content Creation and On-Page Optimization - Create a detailed SEO-optimized outline with H1, H2, and H3 hierarchy - Write authoritative, engaging, data-driven content at the target word count - Generate optimized SEO title tag (60 characters or fewer) and meta description (160 characters or fewer) - Suggest URL slug, internal link anchors, image recommendations with alt text, and schema markup (FAQ, Article, Software) - Include FAQ sections, use-case sections, and comparison tables where relevant ### 5. Off-Page Strategy and Performance Planning - Develop a backlink strategy with linkable asset ideas and outreach targets - Define anchor text strategy and digital PR angles - Identify guest posting opportunities in relevant industry publications - Recommend KPIs to track (rankings, CTR, dwell time, conversions) - Plan A/B testing ideas, content refresh cadence, and topic cluster expansion ## Task Scope: SEO Domain Areas ### 1. Keyword Research and Semantic SEO - Primary, secondary, and long-tail keyword identification - Semantic and LSI term discovery - People Also Ask and related query mining - Keyword clustering by intent and funnel stage - Keyword density analysis and natural placement - Search volume and competition assessment ### 2. On-Page SEO Optimization - SEO title tag and meta description crafting - URL slug optimization - Heading hierarchy (H1 through H6) structuring - Internal linking with optimized anchor text - Image optimization and alt text authoring - Schema markup implementation (FAQ, Article, HowTo, Software, Organization) ### 3. Content Strategy and Creation - Search-intent-matched content outlining - Long-form authoritative content writing - Featured snippet optimization - Conversion-oriented CTA placement - Content gap analysis and topic clustering - Content refresh and evergreen update planning ### 4. Off-Page SEO and Authority Building - Backlink acquisition strategy and outreach planning - Linkable asset ideation (tools, data studies, infographics) - Digital PR campaign design - Guest posting angle development - Anchor text diversification strategy - Competitor backlink profile analysis ## Task Checklist: SEO Verification ### 1. Keyword and Intent Validation - Primary keyword appears in title tag, H1, first 100 words, and meta description - Secondary and semantic keywords are distributed naturally throughout the content - Search intent is correctly identified and content format matches user expectations - No keyword stuffing; density is within SEO best practices - People Also Ask questions are addressed in the content or FAQ section ### 2. On-Page Element Verification - Title tag is 60 characters or fewer and includes primary keyword - Meta description is 160 characters or fewer with a compelling call to action - URL slug is short, descriptive, and keyword-optimized - Heading hierarchy is logical (single H1, organized H2/H3 sections) - All images have descriptive alt text containing relevant keywords ### 3. Content Quality Verification - Content length meets target and matches or exceeds top-ranking competitor pages - Content is unique, data-driven, and free of generic filler text - Tone is professional, trust-building, and solution-oriented - Practical examples and actionable insights are included - CTAs are subtle, conversion-oriented, and non-salesy ### 4. Technical and Structural Verification - Schema markup is correctly structured (FAQ, Article, or relevant type) - Internal links connect to related pages with optimized anchor text - Content supports featured snippet formats (lists, tables, definitions) - No duplicate content or cannibalization with existing pages - Mobile readability and scannability are ensured (short paragraphs, bullet points, tables) ## SEO Optimization Quality Task Checklist After completing an SEO optimization deliverable, verify: - [ ] All target keywords are naturally integrated without stuffing - [ ] Search intent is correctly matched by content format and depth - [ ] Title tag, meta description, and URL slug are fully optimized - [ ] Heading hierarchy is logical and includes target keywords - [ ] Schema markup is specified and correctly structured - [ ] Internal and external linking strategy is documented with anchor text - [ ] Content is unique, authoritative, and free of generic filler - [ ] Off-page strategy includes actionable backlink and outreach recommendations ## Task Best Practices ### Keyword Strategy - Always start with intent classification before keyword selection - Use keyword clusters rather than isolated keywords to build topical authority - Balance search volume against competition when prioritizing targets - Include long-tail variations to capture specific, high-conversion queries - Refresh keyword research periodically as search trends evolve ### Content Quality - Write for users first, search engines second - Support claims with data, statistics, and concrete examples - Use scannable formatting: short paragraphs, bullet points, numbered lists, tables - Address the full spectrum of user questions around the topic - Maintain a professional, trust-building tone throughout ### On-Page Optimization - Place the primary keyword in the first 100 words naturally - Use variations and synonyms in subheadings to avoid repetition - Keep title tags under 60 characters and meta descriptions under 160 characters - Write alt text that describes image content and includes keywords where natural - Structure content to capture featured snippets (definition paragraphs, numbered steps, comparison tables) ### Performance and Iteration - Define measurable KPIs before publishing (target ranking, CTR, dwell time) - Plan A/B tests for title tags and meta descriptions to improve CTR - Schedule content refreshes to keep information current and rankings stable - Expand high-performing pages into topic clusters with supporting articles - Monitor for cannibalization as new content is added to the site ## Task Guidance by Technology ### Schema Markup (JSON-LD) - Use FAQPage schema for pages with FAQ sections to enable rich results - Apply Article or BlogPosting schema for editorial content with author and date - Implement HowTo schema for step-by-step guides - Use SoftwareApplication schema when reviewing or comparing tools - Validate all schema with Google Rich Results Test before deployment ### Content Management Systems (WordPress, Headless CMS) - Configure SEO plugins (Yoast, Rank Math, All in One SEO) for title and meta fields - Use canonical URLs to prevent duplicate content issues - Ensure XML sitemaps are generated and submitted to Google Search Console - Optimize permalink structure to use clean, keyword-rich URL slugs - Implement breadcrumb navigation for improved crawlability and UX ### Analytics and Monitoring (Google Search Console, GA4) - Track keyword ranking positions and click-through rates in Search Console - Monitor Core Web Vitals and page experience signals - Set up custom events in GA4 for CTA clicks and conversion tracking - Use Search Console Coverage report to identify indexing issues - Analyze query reports to discover new keyword opportunities and content gaps ## Red Flags When Performing SEO Optimization - **Keyword stuffing**: Forcing the target keyword into every sentence destroys readability and triggers search engine penalties - **Ignoring search intent**: Producing informational content for a transactional query (or vice versa) causes high bounce rates and poor rankings - **Duplicate or cannibalized content**: Multiple pages targeting the same keyword compete against each other and dilute authority - **Generic filler text**: Vague, unsupported statements add word count but no value; search engines and users both penalize thin content - **Missing schema markup**: Failing to implement structured data forfeits rich result opportunities that competitors will capture - **Neglecting internal linking**: Orphaned pages without internal links are harder for crawlers to discover and pass no authority - **Over-optimized anchor text**: Using exact-match anchor text excessively in internal or external links appears manipulative to search engines - **No performance tracking**: Publishing without KPIs or monitoring makes it impossible to measure ROI or identify needed improvements ## Output (TODO Only) Write all proposed SEO optimizations and any code snippets to `TODO_seo-optimization.md` only. Do not create any other files. If specific files should be created or edited, include patch-style diffs or clearly labeled file blocks inside the TODO. ## Output Format (Task-Based) Every deliverable must include a unique Task ID and be expressed as a trackable checkbox item. In `TODO_seo-optimization.md`, include: ### Context - Target keyword and search intent classification - Target audience personas and funnel stage - Content type and target word count ### SEO Strategy Plan Use checkboxes and stable IDs (e.g., `SEO-PLAN-1.1`): - [ ] **SEO-PLAN-1.1 [Keyword Cluster]**: - **Primary Keyword**: The main keyword to target - **Secondary Keywords**: Supporting keywords and variations - **Long-Tail Keywords**: Specific, lower-competition phrases - **Intent Classification**: Informational, commercial, transactional, or navigational ### SEO Optimization Items Use checkboxes and stable IDs (e.g., `SEO-ITEM-1.1`): - [ ] **SEO-ITEM-1.1 [On-Page Element]**: - **Element**: Title tag, meta description, heading, schema, etc. - **Current State**: What exists now (if applicable) - **Recommended Change**: The optimized version - **Rationale**: Why this change improves SEO performance ### Proposed Code Changes - Provide patch-style diffs (preferred) or clearly labeled file blocks. - Include any required helpers as part of the proposal. ### Commands - Exact commands to run locally and in CI (if applicable) ## Quality Assurance Task Checklist Before finalizing, verify: - [ ] All keyword research is clustered by intent and funnel stage - [ ] Title tag, meta description, and URL slug meet character limits and include target keywords - [ ] Content outline matches the dominant search intent for the target keyword - [ ] Schema markup type is appropriate and correctly structured - [ ] Internal linking recommendations include specific anchor text - [ ] Off-page strategy contains actionable, specific outreach targets - [ ] No content cannibalization with existing pages on the site ## Execution Reminders Good SEO optimization deliverables: - Prioritize user experience and search intent over keyword density - Provide actionable, specific recommendations rather than generic advice - Include measurable KPIs and success criteria for every recommendation - Balance quick wins (metadata, internal links) with long-term strategies (content clusters, authority building) - Never copy competitor content; always differentiate through depth, data, and clarity - Treat every page as part of a broader topic cluster and site architecture strategy --- **RULE:** When using this prompt, you must create a file named `TODO_seo-optimization.md`. This file must contain the findings resulting from this research as checkable checkboxes that can be coded and tracked by an LLM.

{ "image_analysis": { "meta": { "type": "photorealistic", "style": "mirror_selfie_low_key", "subject_count": 1, "aesthetic": "moody_allure_social_media_aesthetic" }, "environment": { "type": "indoor", "location": "bathroom_or_changing_room", "details": "black_tiled_walls_with_white_grout", "atmosphere": "intimate_dim_warm", "time_of_day": "indeterminate_artificial_light" }, "camera_settings": { "lens_type": "smartphone_main_camera", "perspective": "mirror_reflection_eye_level", "framing": "medium_shot_waist_up", "focus_point": "torso_and_phone", "depth_of_field": "deep_focus" }, "lighting": { "summary": "Low-key monochromatic red ambient lighting", "sources": [ { "id": "light_source_1", "type": "overhead_ambient", "color": "deep_red_orange", "intensity": "dim_moody", "angle": "top_down", "effect": "creates_strong_shadows_under_bust_and_ribs_casts_red_hue_on_skin" }, { "id": "light_source_2", "type": "screen_glow", "color": "faint_white", "intensity": "very_low", "angle": "frontal", "effect": "minimal_reflection_on_fingers" } ] }, "people": [ { "id": "person_1", "demographics": { "gender": "female", "age_group": "young_adult", "body_type": "slender_athletic_toned" }, "orientation": { "body_direction": "facing_mirror_frontal", "face_direction": "facing_mirror_obscured", "gaze": "obscured_behind_phone" }, "emotion_and_attitude": { "primary_emotion": "confident", "secondary_emotion": "seductive", "sensuality": "high_provocative", "vibe": "private_bold", "posture_impact": "upright_posture_accentuates_torso_definition" }, "pose_details": { "general": "standing_mirror_selfie", "feet_position": "not_visible", "hand_position": { "right_hand": "holding_phone_near_face_fingers_extended", "left_hand": "hanging_loose_by_side_out_of_frame" }, "visible_extent": "hips_to_top_of_head" }, "head_and_face": { "hair": { "color": "dark_brown", "style": "pulled_back_or_updo", "texture": "indistinguishable_due_to_shadow" }, "face_structure": { "visibility": "obscured_by_phone", "ears": "partially_visible", "skin_tone": "fair_illuminated_red" } }, "body_analysis": { "skin_tone": "fair_reflecting_red_light", "neck": "elongated_partially_covered_by_collar", "shoulders": "slender_angular", "chest": { "ratio_to_body": "proportional_natural", "bra_status": "no_bra_visible", "nipples_visible": "implied_shape_under_fabric_no_direct_exposure", "exposure": "deep_plunge_cleavage_visible_due_to_unzipped_top", "size_estimation": "moderate_natural" }, "waist_belly": { "condition": "toned_flat_stomach", "definition": "visible_linea_alba_and_rib_outline", "ratio": "narrow_waist_athletic_build", "details": "small_tattoo_visible_on_left_ribcage" }, "hips": { "visibility": "top_curve_visible", "ratio": "slender_transition_from_waist" } }, "clothing_and_accessories": { "upper_body": { "item": "ribbed_knit_cardigan", "color": "cream_or_white_appearing_pinkish_red", "style": "high_neck_zip_up_long_sleeve", "fit": "tight_form_fitting", "state": "unzipped_to_bottom_exposing_torso" }, "lower_body": { "item": "underwear_or_lounge_pants_waistband", "brand": "Calvin_Klein_(visible_logo_fragment)", "color": "grey_melange", "style": "low_rise", "visibility": "waistband_only" }, "jewelry": { "item": "necklace", "type": "thin_chain_with_bar_pendant", "position": "hanging_between_cleavage" }, "nails": { "style": "long_manicured_oval", "color": "light_neutral" } } } ], "objects_in_scene": [ { "object": "smartphone", "description": "iPhone_Pro_model_with_triple_lens", "color": "silver_or_light_grey", "purpose": "capture_device_and_face_mask", "relation": "held_in_right_hand_center_frame" }, { "object": "mirror", "description": "large_wall_mirror", "purpose": "medium_for_selfie", "relation": "reflects_subject_and_background" }, { "object": "tiles", "description": "black_square_tiles_white_grout", "location": "background_walls", "purpose": "texture_and_contrast" } ], "negative_prompt": "bright light, sunlight, outdoors, crowd, landscape, messy room, blue light, neon green, denim, dress, shoes, blurred, grainy, pixelated, low quality, distortion, extra limbs, painting, illustration, cartoon" } }

Ultra-realistic amateur street photo of the same 27-year-old Turkish-looking curvy woman in Ankara, soft slightly chubby figure, blonde hair loose, tight white tank top, patterned high-waisted pants, small crossbody bag. She’s walking down the street, glancing over her shoulder at a yellow taxi completely filled with fluffy cats climbing around inside and pressing their faces to the windows. Behind her, large road signs point to Eskişehir and Kızılay. More yellow taxis, some normal, some with cats poking their heads out of partially open windows. Old apartment buildings with balconies and pedestrians in darker jackets walking ahead, pretending everything is normal. Turkish brands in the background: distant Migros sign, Şok sign over a tiny side market, Turkcell shop with its blue logo partly visible, small Ülker and Eti snack billboards. All slightly out of focus but readable. Shot on a regular iPhone by someone walking a few steps behind her, handheld, slightly shaky, vertical framing, she’s off-center, one cat-filled taxi cut off on the edge of the frame. Automatic exposure, slightly blown-out sky, no studio lighting, normal afternoon daylight. Photo quality feels like a quick phone snapshot: motion blur on some cats, slight blur on pedestrians and cars, digital noise in the shadows, lens flare, unedited colors, natural skin texture with pores and small imperfections. Everyday Ankara chaos but with absurd cat-filled taxis.

Ultra-realistic amateur street photo of a 27-year-old Turkish-looking curvy woman in Ankara, same soft slightly chubby figure, blonde hair loose around her shoulders, tight white tank top and patterned high-waisted pants, small crossbody bag. She’s walking down a busy Ankara street while casually trying to balance a giant simit the size of a car on one hand, looking slightly confused but amused. Behind her, large road signs still point to Eskişehir and Kızılay. Yellow taxis are stuck in traffic because the enormous rolling simit is blocking part of the road. Old apartment buildings with balconies, pedestrians in darker jackets taking photos of the simit with their phones, typical slightly chaotic Turkish traffic. In the background, a distant Migros supermarket sign, a tiny Şok side market, and a Turkcell shop with its blue logo partly visible. Small Ülker and Eti snack billboards seem ironically normal compared to the absurd giant simit. All background elements are slightly out of focus but readable enough to feel authentically Turkish. Shot on a regular iPhone by someone walking a few steps behind her, handheld, slightly shaky, vertical framing. She is not centered, the huge simit is partly cut off on one side, automatic exposure, a bit of blown-out sky, no studio lighting, normal afternoon daylight. Photo quality feels like a quick phone snapshot: slight motion blur on people and cars, digital noise in shadow areas, lens flare from the sun, unedited colors, natural skin texture with pores and small imperfections, casual, unintentionally funny body language, and a realistic everyday Ankara street environment with one completely absurd element.

ultra realistic photo of a 25-year-old woman taking a full-body mirror selfie in a cozy bedroom, oversized hoodie and biker shorts, messy bed, warm afternoon window light, shot on a regular iPhone in one hand, casual handheld photo, automatic exposure, slight digital noise, imperfect framing, no studio lighting, everyday amateur Instagram style, natural skin texture, a bit of lens smudge, unedited colors

ultra realistic candid photo of a 26-year-old Turkish woman sitting at a small café table in Kadıköy, Istanbul, soft chubby and curvy body, thick thighs and round hips visible through her fitted high-waisted mom jeans, wearing a low but modest scoop-neck beige top and a light denim jacket open in front, delicate necklace, loose dark hair over her shoulders she is leaning toward the table slightly, elbows resting casually, body turned a bit to the side, giving a confident, sexy but relaxed look at the camera, not posing like a model, more like a normal Instagram photo between friends shot on a regular iPhone by a friend across the table, handheld, slightly crooked framing, part of the table cut off, extra space above her head, automatic exposure, no studio lighting, warm indoor café light mixed with weak daylight from the window, imperfect white balance on the table: Turkish tea in a small glass, half-finished latte, crumpled napkins, a phone, a pack of tissues, maybe a small dessert plate with crumbs, visible clutter, nothing styled or cleaned up background shows a typical Kadıköy café interior: wooden chairs, mismatched tables, people in the background slightly blurred, a chalkboard menu with Turkish words, small plants on shelves, uneven lighting, some areas darker and noisy photo looks clearly like a normal amateur iPhone picture: slight digital noise in darker areas, a little motion blur on someone walking behind her, edges not perfectly sharp, no professional bokeh, unedited colors, casual sexy vibe in a real everyday Turkish environment

A woman in her late 20s sits on the floor beside a spinning record player, bathed in magenta and teal light. She wears a silky slip dress and her bare legs are curled. The lighting creates soft gradients across her skin, mixing warm and cool hues. A few records are scattered on the carpet. Shot on a Pentax Spotmatic with a 50mm Super-Takumar lens at f/1.4, the frame is rich with bold contrasts and textured grain. A woman in her late 20s sits at a wooden kitchen table, a single shaft of sunlight from a nearby window illuminating her face and hands, the rest of the room in deep shadow. She wears a thin-strapped slip, her hair loose and softly disheveled. The light paints her features like a classical painting, catching the rim of a coffee cup and the curve of her shoulder. Behind her, the darkened room feels almost stage-like.