README_v3 (5).md

Monumental AI — v3 Production Bundle (Max Optimization)

Included:
- likeness_detector.py : perceptual-hash based likeness detection template (run locally)
- thumbnails_prompts_30.json : 30 optimized thumbnail prompts for high CTR
- thumbnails_placeholder_pngs/ : 30 placeholder thumbnails for immediate upload/testing
- logos_svg/ : 3 SVG logo variants (mono, shield, wordmark)
- zapier_workflow_detailed.json : detailed webhook payload and step list for uploader automation
- dashboard_template.csv : KPI logging template to import into Google Sheets or dashboarding tools
- QA recommendations: integrate Vision API for robust likeness detection; add Grafana dashboards; legal review for markets

Next steps (recommended immediate):
1) Hook likeness_detector.py into Quality & Compliance Agent; populate gallery with public-figure images to check against.
2) Replace placeholder thumbnails with model-generated thumbnails using Runway/Midjourney and iterate A/B tests.
3) Deploy Zapier webhook and test with one sample payload.
4) Connect Google Sheets with service account credentials for automated logging.