import openai

client = openai.OpenAI(api_key="YOUR_API_KEY")

def send_architectural_command(persona, context, execution_logic, format_output):
    response = client.chat.completions.create(
        model="gpt-4o", # Or any other capable model
        messages=[
            {"role": "system", "content": persona},
            {"role": "user", "content": f"Context: {context}\n\nExecution Logic: {execution_logic}\n\nFormat: {format_output}"}
        ],
        temperature=0.1, # Keep temperature low for deterministic output
        max_tokens=1000
    )
    return response.choices[0].message.content

# Example Persona
pakistani_persona = "You are a Senior Growth Consultant for Pakistani SMBs, expert in local market trends and digital tools like Daraz Seller Center and Facebook Ads Manager."
# ... rest of the command will follow

{
  "api_name": "DarazSellerAPI",
  "version": "1.0",
  "endpoints": {
    "/products/list": {
      "method": "GET",
      "description": "Retrieves a list of seller's products.",
      "parameters": {
        "status": "string (e.g., 'active', 'pending')",
        "category_id": "integer (optional)"
      },
      "response_schema": {
        "products": [
          {"id": "string", "name": "string", "price_pkr": "float", "stock": "integer", "status": "string"}
        ]
      }
    },
    "/orders/details": {
      "method": "GET",
      "description": "Fetches details for a specific order.",
      "parameters": {
        "order_id": "string (required)"
      },
      "response_schema": {
        "order": {"id": "string", "customer_name": "string", "total_pkr": "float", "items": [{"product_id": "string", "qty": "integer"}], "status": "string"}
      }
    }
  }
}

Step 1: Parse the provided CSV for LCP scores above 2.5s.
Step 2: Cross-reference domains with the Hunter.io verified list.
Step 3: Output a JSON object containing {domain, speed_gap, contact_email}.

Step 1: Analyze the provided 'daily_sales.csv' for products with less than 10 units in stock.
Step 2: For each low-stock product, check its average daily sales over the last 7 days.
Step 3: If a product's current stock is less than 3 times its 7-day average daily sales, flag it as 'Urgent Restock'.
Step 4: For 'Urgent Restock' products, draft a reorder email to 'supplier@example.com' including product ID, name, and recommended reorder quantity (5x 7-day average sales).
Step 5: Output a markdown table summarizing 'Urgent Restock' products and the draft emails.

┌───────────────────────────────────────────┐
│        AI COMMAND & CONTROL FLOW          │
├───────────────────────────────────────────┤
│                                           │
│  1. IDENTITY ENGINEERING (System Prompt)  │
│     (Who is the AI? Its role, expertise)  │
│     Example: "Senior Data Analyst"        │
│                                           │
│                  ↓                        │
│                                           │
│  2. CONTEXTUAL LOADING (Input Data)       │
│     (What data does it have? APIs, docs)  │
│     Example: "Sales CSV, API Schemas"     │
│                                           │
│                  ↓                        │
│                                           │
│  3. EXECUTION LOGIC (Declarative Steps)   │
│     (What tasks to perform, step-by-step) │
│     Example: "Filter, Analyze, Summarize" │
│                                           │
│                  ↓                        │
│                                           │
│  4. CONSTRAINTS (Boundaries & Limits)     │
│     (What NOT to do? Format, budget, tone)│
│     Example: "PKR 50k budget, JSON output"│
│                                           │
│                  ↓                        │
│                                           │
│  5. GOAL (Atomic Objective)               │
│     (The single, clear desired outcome)   │
│     Example: "Generate 5-point roadmap"   │
│                                           │
│                  ↓                        │
│                                           │
│  6. FORMAT (Output Structure)             │
│     (How should the final output look?)   │
│     Example: "Markdown table"             │
│                                           │
└───────────────────┬───────────────────────┘
                    │
                    ▼
┌───────────────────────────────────────────┐
│        HIGH-FIDELITY AI OUTPUT            │
│  (Precise, Actionable, Production-Ready)  │
└───────────────────────────────────────────┘

Persona: [Expert Role]
Context: [System State / Input Data]
Constraint: [Forbidden Words / Output Limits]
Goal: [Single Atomic Task]
Format: [JSON / Markdown / HTML]

Persona: Senior Growth Consultant for Pakistani SMBs, specializing in local market dynamics, Daraz campaigns, and social media engagement.
Context: Client is a restaurant in DHA Phase 6 Karachi with no website, 3.8 Google rating (200+ reviews), and limited online presence. They primarily cater to local residents. Latest competitor analysis data shows average customer acquisition cost (CAC) for similar restaurants in Karachi is PKR 300.
Constraint: All recommendations must be implementable under PKR 50,000 budget. No technical jargon the restaurant owner wouldn't understand. Use Romanized Urdu for greetings and a friendly, encouraging tone. Focus on immediate, high-impact strategies.
Goal: Generate a 5-point growth roadmap prioritized by ROI, detailing actionable steps and estimated PKR costs.
Format: Markdown with PKR cost estimates per item, including a summary table at the end.

Assalam-o-Alaikum! Hope you're doing well. Here's a quick plan to help your amazing restaurant in DHA Phase 6 grow, focusing on smart moves that won't break the bank:

---

### **5-Point Growth Roadmap for Your DHA Restaurant**

**1. Google My Business Optimization & Review Management**
   *   **Action:** Claim and fully optimize your Google My Business profile. Add high-quality photos, update operating hours, menu, and contact info. Actively respond to all reviews (positive and negative) in a friendly, local tone. Encourage happy customers to leave reviews by placing QR codes at tables.
   *   **Why it works:** Your 3.8 rating is good, but showing you care about feedback can boost it. Most Karachi diners check Google Maps first!
   *   **Estimated Cost:** PKR 0 (DIY) - PKR 5,000 (if you hire a freelancer for initial setup/training on Fiverr.com)
   *   **Expected ROI:** Immediate increase in local visibility and trust.

**2. Hyper-Local Social Media Engagement (Facebook & Instagram)**
   *   **Action:** Create engaging posts daily on Facebook and Instagram. Use high-quality photos/videos of your dishes, staff, and ambiance. Run targeted ads specifically for DHA Phase 6 and surrounding areas (Clifton, Bukhari Commercial) with a small daily budget. Promote special deals or new menu items.
   *   **Why it works:** Reach potential customers exactly where they are – scrolling their phones in the neighborhood.
   *   **Estimated Cost:** PKR 15,000 - PKR 25,000/month (for Facebook/Instagram ad spend and basic content creation by a local social media manager, easily found on Upwork Pakistan)
   *   **Expected ROI:** Increased brand awareness, footfall, and direct orders.

**3. WhatsApp Business for Direct Orders & Customer Service**
   *   **Action:** Set up a WhatsApp Business account. Share its number widely (on Google My Business, social media, physically in-store). Use it for direct order taking (avoiding commission platforms), sending daily specials, and quick customer support.
   *   **Why it works:** WhatsApp is king in Pakistan! Customers prefer direct communication and convenience.
   *   **Estimated Cost:** PKR 0 (DIY)
   *   **Expected ROI:** Reduced commission fees, personalized customer experience, repeat business.

**4. Partnership with Local Influencers/Food Bloggers**
   *   **Action:** Identify 2-3 micro-influencers or popular local food bloggers in Karachi (with 5k-20k followers) who genuinely love food. Invite them for a complimentary meal in exchange for an honest review and social media shout-out.
   *   **Why it works:** Authentic endorsements from trusted voices can bring in new customers from their engaged audience.
   *   **Estimated Cost:** PKR 10,000 - PKR 15,000 (for complimentary meals and a small appreciation fee if required)
   *   **Expected ROI:** Credible exposure to a targeted audience.

**5. Loyalty Program (Punch Card / Digital)**
   *   **Action:** Implement a simple loyalty program: "Buy 9 meals, get the 10th free." Start with a physical punch card. Later, explore simple digital solutions if budget allows.
   *   **Why it works:** Encourages repeat visits and makes customers feel valued.
   *   **Estimated Cost:** PKR 1,000 - PKR 2,000 (for printing punch cards)
   *   **Expected ROI:** Increased customer retention and lifetime value.

---

### **Summary of Estimated Costs:**

| Item                                   | Estimated Cost (PKR) |
| :------------------------------------- | :------------------- |
| Google My Business Optimization        | 0 - 5,000            |
| Hyper-Local Social Media (Ads & Content)| 15,000 - 25,000      |
| WhatsApp Business Setup                | 0                    |
| Local Influencer Partnerships          | 10,000 - 15,000      |
| Loyalty Program                        | 1,000 - 2,000        |
| **Total Estimated Budget**             | **26,000 - 47,000**  |

This plan keeps you well within your PKR 50,000 budget and focuses on strategies that have shown great results for businesses like yours in Karachi. Let's get started!

ProductID,Name,Category,StockQuantity,LastSoldDate,PricePKR
HC001,Blue Ceramic Vase,Pottery,12,2024-06-15,2500
HC002,Hand-painted Clay Plate,Pottery,3,2024-03-01,1800
HC003,Wooden Carved Box,Woodcraft,20,2024-07-20,3000
HC004,Terracotta Water Pot,Pottery,8,2024-05-10,1200
HC005,Miniature Truck Art,Decor,15,2024-07-22,800
HC006,Glazed Pottery Bowl,Pottery,2,2024-02-10,2200

📊 [DIAGRAM: The Base Command Hierarchy]

┌─────────────────────────────────────────────────────────┐
│                   BASE COMMAND TEMPLATE                  │
├─────────────────────────────────────────────────────────┤
│                                                          │
│  1. PERSONA (Identity Engineering)                      │
│     ↓                                                    │
│  "Senior Growth Consultant for Pakistani SMBs"          │
│                                                          │
│  2. CONTEXT (System State Loading)                      │
│     ↓                                                    │
│  "Client: DHA Restaurant, 3.8 rating, PKR 50k budget"  │
│                                                          │
│  3. CONSTRAINT (Execution Boundaries)                   │
│     ↓                                                    │
│  "No jargon. Budget-aware. Romanized Urdu greetings"   │
│                                                          │
│  4. GOAL (Atomic Task)                                  │
│     ↓                                                    │
│  "5-point growth roadmap prioritized by ROI"           │
│                                                          │
│  5. FORMAT (Output Structure)                           │
│     ↓                                                    │
│  "Markdown with PKR cost estimates per item"           │
│                                                          │
│  6. EXECUTION                                           │
│     ↓ (Model processes with HIGH FIDELITY)              │
│  ┌────────────────────────────────────────┐             │
│  │ Professional, Budget-Specific Output    │             │
│  │ Ready for Immediate Client Handoff      │             │
│  └────────────────────────────────────────┘             │
│                                                          │
└─────────────────────────────────────────────────────────┘