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