145 lines
3.1 KiB
Markdown
145 lines
3.1 KiB
Markdown
# 🤖 FULL AUTONOMOUS GENERATION - How It Works
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**Date:** 30.12.2025 03:35
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---
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## 🎯 CONCEPT
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**Instead of you asking me to generate each image,** you run a Python script that:
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1. **Directly calls Google Imagen API** (same AI I use)
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2. **Runs completely independently** in background
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3. **No need for conversation** - script does everything
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4. **Can run overnight** while you sleep
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---
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## 🔧 HOW IT WORKS
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### Current Method (Through Me):
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```
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You → Ask Antigravity → Antigravity calls generate_image → Imagen API → Image saved
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```
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**Limitation:** Needs your input, conversation-based
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### Direct Script Method:
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```
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You → Run Python script → Script calls Imagen API directly → Images saved
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```
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**Advantage:** Fully automated, runs in background!
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---
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## 📋 REQUIREMENTS
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### 1. Google Cloud Account
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- Free tier available (first 300 credits free)
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- Need to enable "Vertex AI API" or "Imagen API"
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### 2. API Key / Service Account
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- Create service account in Google Cloud Console
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- Download JSON credentials file
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### 3. Python Libraries
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```bash
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pip install google-cloud-aiplatform pillow requests
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```
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---
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## 🚀 SETUP STEPS
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### Step 1: Google Cloud Setup
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1. Go to: https://console.cloud.google.com/
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2. Create new project (or use existing)
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3. Enable "Vertex AI API"
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4. Create Service Account:
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- IAM & Admin → Service Accounts → Create
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- Grant role: "Vertex AI User"
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5. Download JSON key file → Save as `credentials.json`
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### Step 2: Install Dependencies
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```bash
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cd /Users/davidkotnik/repos/novafarma
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pip3 install google-cloud-aiplatform Pillow
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```
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### Step 3: Run Script
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```bash
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export GOOGLE_APPLICATION_CREDENTIALS="/path/to/credentials.json"
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python3 scripts/autonomous_generation.py
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```
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**Script will:**
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- Generate all 422 base assets
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- Save to `assets/images/`
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- Add white backgrounds
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- Create git commits every 20 images
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- Run overnight (8-12 hours)
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- Log progress to file
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---
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## 💰 COST ESTIMATE
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**Google Imagen API Pricing:**
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- ~$0.02 per image (paid tier)
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- Free tier: First 1,000 images FREE (if eligible)
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**For 422 assets:**
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- Free tier: $0 (if within quota)
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- Paid tier: ~$8.44 total
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**For 11,000 assets:**
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- ~$220 total (paid tier)
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- Or use free tier + daily quotas
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---
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## ⚡ ADVANTAGES
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✅ Fully automated - run overnight
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✅ No conversation needed
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✅ Batch processing
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✅ Automatic retries on failures
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✅ Progress logging
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✅ Git auto-commits
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---
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## ⚠️ CONSIDERATIONS
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❌ Requires Google Cloud setup (15 min)
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❌ Need API credentials
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❌ Possible costs (can use free tier)
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❌ Less control during generation
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❌ Can't easily adjust style mid-run
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---
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## 📊 COMPARISON
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| Method | Speed | Cost | Control | Setup |
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|:---|:---:|:---:|:---:|:---:|
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| **Through Me** | Medium | Free | High | None |
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| **Direct Script** | Fast | Low | Medium | 15 min |
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---
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## 🎯 RECOMMENDATION
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**For 422 base assets:**
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→ Use Direct Script (one-time setup worth it)
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**For animations later:**
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→ Can use same script, just update queue
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---
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**READY TO SET UP?** I'll create the complete script now! 🚀
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---
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**Created:** 30.12.2025 03:35
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