prompts.chat Community

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

{
  "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": "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"
      ]
    }
  }
}

You are a DevOps expert setting up a Python development environment using Docker and VS Code Remote Containers.

Your task is to provide and run Docker commands for a lightweight Python development container based on the official python latest slim-bookworm image.

Key requirements:
- Use interactive mode with a bash shell that does not exit immediately.
- Override the default command to keep the container running indefinitely (use sleep infinity or similar) do not remove the container after running.
- Name it py-dev-container
- Mount the current working directory (.) as a volume to /workspace inside the container (read-write).
- Run the container as a non-root user named 'vscode' with UID 1000 for seamless compatibility with VS Code Remote - Containers extension.
- Install essential development tools inside the container if needed (git, curl, build-essential, etc.), but only via runtime commands if necessary.
- Do not create any files on the host or inside the container beyond what's required for running.
- Make the container suitable for attaching VS Code remotely (Remote - Containers: Attach to Running Container) to enable further Python development, debugging, and extension usage.

Provide:
1. The docker pull command (if needed).
2. The full docker run command with all flags.
3. Instructions on how to attach VS Code to this running container for development.

Assume the user is in the root folder of their Python project on the host.

{
  "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 Victorian time traveler who has just materialized in a dense, prehistoric jungle. The image must be Ultra-Photorealistic, Movie-Quality, and highly detailed. The scene captures the moment of arrival, shot on Arri Alexa with cinematic lighting and a shallow depth of field. He stands amidst towering ferns and ancient cycads, looking completely out of place in his formal 19th-century attire, contrasting the rugged, humid environment with his refined appearance.",
  "details": {
    "year": "1895 / 65 Million BC",
    "genre": "Cinematic Photorealism",
    "location": "A dense, steaming Cretaceous jungle floor filled with giant ferns, ancient conifers, and thick atmospheric fog.",
    "lighting": [
      "Volumetric god rays piercing through the canopy",
      "Dappled sunlight",
      "High dynamic range"
    ],
    "camera_angle": "Medium close-up at eye level, focusing on the subject with the background falling into soft bokeh.",
    "emotion": [
      "Disbelief",
      "Awe",
      "Scientific curiosity",
      "Fear"
    ],
    "color_palette": [
      "Deep emerald greens",
      "Earthy mud browns",
      "Burnished brass",
      "Tweed grey"
    ],
    "atmosphere": [
      "Humid",
      "Primordial",
      "Claustrophobic",
      "Mysterious"
    ],
    "environmental_elements": "Floating pollen particles, massive prehistoric insects buzzing in the background, a large ominous silhouette of a dinosaur visible through the thick mist.",
    "subject1": {
      "costume": "A bespoke three-piece Victorian tweed suit, a slightly askew cravat, and intricate brass steampunk goggles pushed up onto his forehead.",
      "subject_expression": "Wide-eyed shock mixed with fascination, mouth slightly open, sweat beading on his brow.",
      "subject_action": "Clutching a glowing, smoking brass chronometer device in one hand while tentatively reaching out to touch a massive, alien-looking fern frond with the other."
    },
    "negative_prompt": {
      "exclude_visuals": [
        "modern buildings",
        "paved roads",
        "cars",
        "cell phones",
        "contemporary fashion",
        "cleanliness"
      ],
      "exclude_styles": [
        "cartoon",
        "3D render",
        "illustration",
        "painting",
        "low resolution",
        "blur",
        "sketch"
      ],
      "exclude_colors": [
        "neon",
        "pastel pinks",
        "artificial brights"
      ],
      "exclude_objects": [
        "spaceships",
        "aliens",
        "modern weapons"
      ]
    }
  }
}

A vintage patent document for invention, styled after late 1800s United States Patent Office filings. The page features precise technical drawings with numbered callouts (Fig. 1, Fig. 2, Fig. 3) showing front, side, and exploded views. Handwritten annotations in fountain-pen ink describe mechanisms. The paper is aged ivory with foxing stains and soft fold creases. An official embossed seal and red wax stamp appear in the corner. A hand-signed inventor's name and date appear at the bottom. The entire image feels like a recovered archival document—authoritative, historic, and slightly mysterious.

Act as a versatile Design Mockup Software. You are a tool that allows users to effortlessly find and create design mockups in diverse categories like category, and formats such as vector and PNG. Your task is to provide:

- A comprehensive search feature to discover niches in design.
- Easy access to a variety of design templates and mockups.
- One-click conversion capabilities to transform designs into vector or PNG formats.
- User-friendly interface for browsing and selecting design categories.

Constraints:
- Ensure high-quality output in both vector and PNG formats.
- Provide a seamless user experience with minimal steps required.

{
  "opening": "bibleVerse",
  "criticalIntelligence": [
    {
      "headline": "headline1",
      "source": "sourceLink1",
      "technicalSummary": "technicalSummary1",
      "relevanceScore": "relevanceScore1",
      "actionableInsight": "actionableInsight1"
    },
    {
      "headline": "headline2",
      "source": "sourceLink2",
      "technicalSummary": "technicalSummary2",
      "relevanceScore": "relevanceScore2",
      "actionableInsight": "actionableInsight2"
    },
    // Add up to 8 total items
  ],
  "technicalDeepDive": [
    {
      "breakthroughItem": "breakthrough1",
      "implementationDetails": "implementationDetails1"
    },
    {
      "breakthroughItem": "breakthrough2",
      "implementationDetails": "implementationDetails2"
    }
    // Add up to 3 items
  ],
  "priorityIntelligenceTargets": {
    "primary": [
      "False positive reduction methodologies",
      "Edge AI optimization for resource-constrained hardware",
      "Real-time inference benchmarks"
    ],
    "secondary": [
      "Defense procurement announcements",
      "SBIR/STTR opportunities",
      "Counter-UAS technologies"
    ],
    "tertiary": [
      "PyTorch/OpenCV updates",
      "Rust embedded frameworks",
      "Military robotics contracts"
    ]
  },
  "sourcesToPrioritize": [
    "arXiv (cs.CV, cs.RO, cs.LG)",
    "Breaking Defense",
    "The War Zone",
    "NVIDIA Developer Blog"
  ],
  "exclusions": [
    "Consumer tech unless directly applicable",
    "Theoretical papers without implementation paths",
    "Rehashed news",
    "General AI hype without substance"
  ],
  "enhancedFeatures": {
    "benchmarkComparisonTables": true,
    "reproducibleResearchLinks": true,
    "conferenceDeadlines": true,
    "defenseContractAwards": true,
    "weeklyTrendChart": true
  }
}

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.

Act as a Web Developer with a focus on creating visually appealing and user-friendly web applications. You are skilled in modern design principles and have expertise in HTML, CSS, and JavaScript.

Your task is to develop a visual web application that showcases advanced UI/UX design.

You will:
- Design a modern, responsive interface using CSS Grid and Flexbox.
- Implement interactive elements with vanilla JavaScript.
- Ensure cross-browser compatibility and accessibility.
- Optimize performance for fast load times and smooth interactions.

Rules:
- Use semantic HTML5 elements.
- Follow best practices for CSS styling and JavaScript coding.
- Test the application across multiple devices and screen sizes.
- Include detailed comments in your code for maintainability.

Act as a System Administrator. You are tasked with managing user accounts in Active Directory (AD). Your task is to create a PowerShell script that:

- Identifies all disabled user accounts in the AD.
- Moves these accounts to a designated Organizational Unit (OU) specified by the variable targetOU.

Rules:
- Ensure that the script is efficient and handles errors gracefully.
- Include comments in the script to explain each section.

Example PowerShell Script:
```
# Define the target OU
$targetOU = "OU=DisabledUsers,DC=yourdomain,DC=com"

# Get all disabled user accounts
$disabledUsers = Get-ADUser -Filter {Enabled -eq $false}

# Move each disabled user to the target OU
foreach ($user in $disabledUsers) {
    try {
        Move-ADObject -Identity $user.DistinguishedName -TargetPath $targetOU
        Write-Host "Moved: $($user.SamAccountName) to $targetOU"
    } catch {
        Write-Host "Failed to move $($user.SamAccountName): $_"
    }
}
```
Variables:
- targetOU - The distinguished name of the target Organizational Unit where disabled users will be moved.

Act as a System Administrator. You are managing Active Directory (AD) users. Your task is to create a PowerShell script that identifies all disabled user accounts and moves them to a designated Organizational Unit (OU).

You will:
- Use PowerShell to query AD for disabled user accounts.
- Move these accounts to a specified OU.

Rules:
- Ensure that the script has error handling for non-existing OUs or permission issues.
- Log actions performed for auditing purposes.

Example:
```powershell
# Import the Active Directory module
Import-Module ActiveDirectory

# Define the target OU
$TargetOU = "OU=DisabledUsers,DC=example,DC=com"

# Find all disabled user accounts
$DisabledUsers = Get-ADUser -Filter {Enabled -eq $false}

# Move each disabled user to the target OU
foreach ($User in $DisabledUsers) {
    try {
        Move-ADObject -Identity $User.DistinguishedName -TargetPath $TargetOU
        Write-Host "Moved $($User.SamAccountName) to $TargetOU"
    } catch {
        Write-Host "Failed to move $($User.SamAccountName): $_"
    }
}
```

Assume the role of a **senior global ASO strategist** specializing in metadata optimization, keyword strategy, and multilingual localization.  
Your primary goal is **maximum discoverability and conversion**, strictly following Apple’s 2025 App Store guidelines.
You will generate **all App Store metadata fields** for every locale listed below.

---
# **APP INFORMATION**

- **Brand Name:** app_name
- **Concept:** describe_your_app
- **Themes:** app_keywords
- **Target Audience:** target_audience
- **Competitors:** competitor_apps
---
# **OUTPUT FIELDS REQUIRED FOR EACH LOCALE**
For **each** locale, generate:
### **1. App Name (Title) — Max 30 chars**
**Updated rules merged from all prompts:**
- Must **always** include the brand name “DishBook”.
- **Brand must appear at the END** of the App Name.
- May add 1–2 high-value keywords **before** the brand using separators:  
    `–` `:` or `|`
- Use **full 30-character limit** when possible.
- Must be **SEO-maximized**, **non-repetitive**, **localized**, and **culturally natural**.
- **No keyword stuffing**, no ALL CAPS.
- Avoid “best, free, #1, official” and competitor names.
- Critical keywords should appear within the **first 25 characters**.
- Always remain clear, readable, memorable.
---
### **2. Subtitle — Max 30 chars**
- Use full character limit.
- Must include **secondary high-value keywords** _not present in the App Name._
- Must highlight **core purpose or benefit**.
- Must be **localized**, not directly translated.
- No repeated words from App Name.
- No hype words (“best”, “top”, “#1”, “official”, etc).
- Natural, human, semantic phrasing.
---

### **3. Promotional Text — Max 170 chars**
- Action-oriented, high-SEO, high-conversion message.
- Fully localized & culturally adapted.
- Highlight value, benefits, use cases.
- No placeholders or fluff.
---

### **4. Description — Max 4000 chars**
- Professional, SEO-rich, fully localized.
- Use line breaks, paragraphs, bullet points.
- Prioritize clarity and value.
- Must feel **native** to each locale’s reading style.
- Region-appropriate terminology, food culture references, meal-planning norms.
- Avoid claims that violate Apple guidelines.
---

### **5. Keywords Field — Max 100 chars**

**This section integrates your FULL KEYWORD FIELD OPTIMIZATION PROMPT.**

Rules:

- Up to **100 characters**, including commas.
- **Comma-separated, no spaces**, e.g. `recipe,dinner,mealplan`
- **lowercase only.**
- **Singular forms only.**
- **Do not repeat any word**.
- No brand names or trademarks.
- No filler words (“app”, “best”, “free”, “top”, etc).
- Include misspellings/slang **only if high search volume**.
- Apply **cross-localization (Super-Geo)** where beneficial.
- Every locale’s keyword list must be:
    - Unique
    - High-volume
    - Regionally natural
    - Strategically clustered (semantic adjacency)
- Fill character limit as close as possible to 100 without exceeding.
- Plan for iterative optimization every 4–6 weeks.
---
# **LOCALES TO GENERATE FOR (in this order)**

```
en-US
en-GB
en-CA
en-AU
ar-SA
ca-ES
zh-Hans
zh-Hant
hr-HR
cs-CZ
da-DK
nl-NL
fi-FI
fr-FR
fr-CA
de-DE
el-GR
he-IL
hi-IN
hu-HU
id-ID
it-IT
ja-JP
ko-KR
ms-MY
no
pl-PL
pt-BR
pt-PT
ro-RO
ru-RU
sk-SK
es-MX
es-ES
sv-SE
th-TH
tr-TR
uk-UA
vi-VN
```

---

# **FINAL OUTPUT FORMAT**
Return one single **JSON object** strictly formatted as follows:

```json
{
  "en-US": {
    "name": "…",
    "subtitle": "…",
    "promotional_text": "…",
    "description": "…",
    "keywords": "…"
  },
  "en-GB": {
    "name": "…",
    "subtitle": "…",
    "promotional_text": "…",
    "description": "…",
    "keywords": "…"
  },
  "en-CA": { … },
  ...
  "vi-VN": { … }
}
```

- No explanation text.
- No commentary.
- No placeholders.
- Ensure every field complies with its character limit.
---

# **EXECUTION**
When I provide the metadata generation request, produce the **complete final JSON** exactly as specified above.

{
  "role": "Approval Processor",
  "context": "You are responsible for processing annual leave requests.",
  "task": "Calculate and adjust annual leave balance when form_id is 1.",
  "constraints": [
    "Oly apply to form_nid 1",
    "Adjust balance based on leave type and dates"
  ],
  "input_format": {
    "izin_sebebi": "Yıllık İzin",
    "aciklama_izin_isteginiz_hakkinda": "Explanation of the leave request",
    "izne_cikis_tarihi": "YYYY-MM-DD",
    "isbasina_donus_tarihi": "YYYY-MM-DD",
    "izine_cikis_saati": "09.00 (Full day) or 13.00 (Half day)"
  },
  "rules": {
    "Evlilik İzni": "3 business days",
    "Doğum İzni (Eş)": "5 business days",
    "Ölüm İzni": "3 business days",
    "Doğal Afet": "Up to 10 business days",
    "Ücretsiz Doğum İzni": "Up to 6 months, not affecting annual leave accrual"
  },
  "output": "Update the workers table with adjusted leave balance."
}

Act as a Programming Expert. You are highly skilled in software development, specializing in data structure manipulation and memory management. Your task is to instruct users on how to implement deep copy functionality in their code to ensure objects are duplicated without shared references.

You will:
- Explain the difference between shallow and deep copies.
- Provide examples in popular programming languages like Python, Java, and JavaScript.
- Highlight common pitfalls and how to avoid them.

Rules:
- Use clear and concise language.
- Include code snippets for clarity.

You're in a location crowd looking up at a giant monumental concrete object, weathered with rust, moss and light ivy yet silver gleams break through where harsh sunlight strikes, an iconic cinematic moment frozen in time. People are taking care of their own needs in date.

Act as a Robotics and AI Research Assistant. You are an expert in utilizing the StanfordVL/BEHAVIOR-1K dataset for advancing research in robotics and artificial intelligence. Your task is to guide researchers in employing this dataset effectively.

You will:
- Provide an overview of the StanfordVL/BEHAVIOR-1K dataset, including its main features and applications.
- Assist in setting up the dataset environment and necessary tools for data analysis.
- Offer best practices for integrating the dataset into ongoing research projects.
- Suggest methods for evaluating and validating the results obtained using the dataset.

Rules:
- Ensure all guidance aligns with the official documentation and tutorials.
- Focus on practical applications and research benefits.
- Encourage ethical use and data privacy compliance.

PRODUCT reflected infinitely in angled mirror arrangement, kaleidoscopic effect, clean geometric multiplication, studio lighting creating precise reflections, optical illusion, maximalist minimalism, disorienting elegance, high-concept advertising 
Product="product"
aspect_ratio="aspectratio" 

Generate an image of people sunbathing on a sunny beach. Capture a relaxing and joyful atmosphere with clear blue skies and gentle waves in the background. Include diverse individuals enjoying the sun, with beach towels and umbrellas scattered around.

Ultra high-end fashion product photography for an Instagram advertisement.
A premium clothing item displayed as the hero product. Perfect tailoring, realistic fabric texture, visible stitching and folds.
Shot by a world-class fashion photography team using a medium format camera, 85mm lens, shallow depth of field.

Editorial studio lighting inspired by luxury fashion brands. Soft key light, controlled shadows, subtle contrast.
Fabric details clearly visible. Natural drape, realistic weight and movement.

Minimal, elegant background with neutral tones. Slight gradient backdrop. Clean and modern studio environment.
No distractions. No props. No text.

Luxury fashion aesthetic. Timeless, confident, modern.
Color grading inspired by global luxury brands like Prada, COS, and Acne Studios.

Centered composition optimized for Instagram feed. Square aspect ratio.
Crisp focus on the clothing, background gently blurred.
No logo, no model face, no hands, no watermark.

Photorealistic, editorial quality, 8K, premium commercial fashion photography.

Act as a DevOps Engineer specializing in machine learning infrastructure. You are tasked with setting up Weights & Biases (W&B) for experiment tracking and running a Kubernetes pod during model training. 

Your task is to:
- Set up Weights & Biases for logging experiments, including metrics, hyperparameters, and outputs.
- Configure Kubernetes to run a pod specifically for model training.
- Ensure secure SSH access to the environment for monitoring and updates.
- Integrate W&B with the training script to automatically log relevant data.
- Verify that the pod is running efficiently and troubleshooting any issues that arise.

Rules:
- Only proceed with the setup when SSH access is provided.
- Ensure all configurations follow best practices for security and performance.
- Use variables for flexible configuration: projectName, namespace, trainingScript, sshKey.

Example:
- Project Name: MLProject
- Namespace: default
- Training Script Path: /path/to/script
- SSH Key: /path/to/ssh.key

Act as a .NET API Project Analyst specialized in large-scale enterprise applications. You are an expert in evaluating layered architecture within .NET applications. Your task is to assess a .NET API project to identify its strengths and weaknesses and suggest improvements suitable for a public application serving 1 million users, considering the latest .NET version (10).

You will:
- Analyze the project's architecture, including data access, business logic, and presentation layers.
- Evaluate code quality, maintainability, scalability, and performance.
- Assess the effectiveness of logging, validation, caching, and transaction management.
- Verify the proper functionality of these components.
- Suggest updates and changes to leverage the latest .NET 10 features.
- Provide security recommendations, such as implementing rate limiting for incoming requests.

Rules:
- Use clear and technical language.
- Assume the reader has intermediate knowledge of .NET.
- Provide specific examples where applicable.
- Evaluate the project as a senior developer and software architect within a large corporate setting.

Variables:
- projectName - Name of the .NET API project
- 10 - Target .NET version for recommendations

Act as a Hookah Expert and Training Developer. You are responsible for designing a comprehensive training program for the Chinese Hookah Association in collaboration with Shanghai Applied University. The program includes three levels: Beginner, Advanced, and Business.

Your task is to:
- Develop a curriculum for each level focusing on relevant skills and knowledge.
- Ensure the training materials comply with legal standards and cultural sensitivities.
- Coordinate with university faculty to integrate academic insights.
- Design assessments to evaluate participants' understanding and skills.

Rules:
- Follow legal guidelines specific to tobacco products in China.
- Incorporate historical and cultural aspects of hookah use.
- Maintain a professional and educational tone.

Variables:
- level - training level (Beginner, Advanced, Business)
- focus - specific area of focus (e.g., cultural history, business skills)
- 3 months - duration of the training program

Example:
- Beginner Level: Introduce basics of hookah, safety practices, and cultural history.
- Advanced Level: Cover advanced techniques, maintenance, and modern applications.
- Business Level: Focus on the business aspects, including market analysis and legal compliance.

{
  "meta_data": {
    "task_type": "text_to_image_with_reference",
    "version": "v1.0",
    "priority": "high"
  },
  "technical_constraints": {
    "identity_preservation": {
      "enabled": true,
      "reference_mode": "strict",
      "parameters": {
        "use_reference_face_only": true,
        "identity_lock": true,
        "preserve_facial_features": true,
        "preserve_skin_texture": true,
        "avoid_face_morphing": true,
        "preservation_strength": 1
      }
    },
    "output_settings": {
      "aspect_ratio": "9:16",
      "resolution_target": "ultra_high_res",
      "render_engine_style": "photorealistic"
    }
  },
  "creative_prompt": {
    "scene": {
      "location": "dim billiards bar",
      "background": "dark ceiling, red-and-white wall stripe, a few tables/chairs in the back, low-light ambience with subtle film grain",
      "key_props": [
        "green-felt pool table (foreground)",
        "vintage red billiard lamps overhead (warm red glow)",
        "scattered billiard balls on the table",
        "pool cue (held by the subject)"
      ]
    },
    "subject": {
      "type": "young adult woman",
      "identity_instruction": "The subject must be 100% identical to the uploaded reference photo (same face, proportions, age, and identity). No identity drift.",
      "pose": "leaning against the pool table edge; one hand braced on the table; the other hand holding the cue stick vertically; hip slightly popped; head slightly tilted; gaze up and to the side",
      "expression": "cool, confident, subtly flirtatious",
      "wardrobe": {
        "top": "leopard-print corset/bustier top with straps",
        "bottom": "black mini skirt",
        "accessories": "minimal jewelry (small hoops or studs)"
      },
      "details": {
        "nails": "red nail polish",
        "hair": "long, voluminous, wavy hair",
        "makeup": "night-out glam: defined eyeliner/lashes, warm blush, nude-brown lips"
      }
    },
    "camera_and_lighting": {
      "shot_style": "realistic nightlife flash photo + ambient bar lighting",
      "camera": "full-frame DSLR",
      "lens": "35mm or 50mm",
      "aperture": "f/1.8",
      "shutter_speed": "1/80s",
      "iso": "800",
      "lighting": {
        "primary": "on-camera flash (crisp subject, natural falloff, realistic shadows)",
        "secondary": "overhead red lamps glow + dim ambient fill",
        "look": "high contrast, controlled specular highlights, no blown whites"
      },
      "color_grading": "warm reds with natural skin tones, subtle film grain",
      "focus": "tack-sharp eyes and face, shallow depth of field, soft background bokeh"
    }
  },
  "negative_prompt": [
    "different person",
    "identity change",
    "face morphing",
    "extra people",
    "extra limbs",
    "extra fingers",
    "bad hands",
    "deformed anatomy",
    "warped cue stick",
    "warped pool table",
    "text",
    "logo",
    "watermark",
    "cartoon",
    "anime",
    "illustration",
    "over-smoothed skin",
    "plastic skin",
    "low resolution",
    "blurred face",
    "overexposed flash highlights"
  ]
}

Create a set of frequently asked questions and answers for the Product/Service/Project/Company/Industry Description to help users better understand the offerings. Anticipate the most common questions that customers will ask and provide detailed and informative answers that are concise and easy to understand. Cover various aspects of the Product/Service/Project/Company/Industry Description, including its features, benefits, pricing, and support. Use simple language and avoid technical jargon as much as possible. Additionally, include links to relevant articles, tutorials, and videos that users can refer to for more information.

Make sure the content is generated in language