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D3 Design Centre — Pipeline Rules (MUST FOLLOW)

⚠️ CRITICAL RULES — NEVER BREAK

1. Prompt Rules

  • ❌ NEVER use: "t-shirt", "hat", "mug", "hoodie" in prompts
  • ❌ NEVER use: "mockup", "template", "product photo"
  • ✅ ALWAYS use: "isolated on transparent background"
  • ✅ ALWAYS use: "no backdrop", "no scenery", "no product"
  • ✅ Focus on: pure illustration, graphic design, art

2. Background Removal (CRITICAL)

  • USE rembg (local, free, preserves size)
  • NEVER use remove.bg API (downsizes to 500×500!)
  • Command: from rembg import remove; remove(img)
  • Result: 1024×1024 → 1024×1024 (size preserved)

3. Size Requirements

Product Required Size Status
T-shirt 4500x5400 px MANDATORY
Hoodie 4500x4050 px MANDATORY
Mug 2700x1125 px MANDATORY
Hat 2400x1600 px MANDATORY

4. Quality Check (MUST PASS ALL)

  • [ ] Size: width ≥ 4500, height ≥ 5400
  • [ ] Format: RGBA (not RGB)
  • [ ] Background: 70%+ edges transparent
  • [ ] No mockup: no t-shirt frame, no model
  • [ ] Design centered, not cropped

5. Anti-Duplicate (PER PLATFORM)

  • Check Etsy SEPARATELY from eBay
  • Same design CAN be on BOTH platforms
  • Skip ONLY if already on THAT platform

6. Trend Research

  • Check current season themes
  • Use trending colors and subjects
  • Avoid saturated/overused designs

PIPELINE STEPS (In Order)

1. Trend Research → Get themes
2. Generate Prompts → NO product names
3. AI Generate Image → 1024x1024
4. Remove Background → rembg (preserve size)
5. Quality Check → All 5 checks must pass
6. Resize → 4500x5400 for t-shirts
7. Upload to Printify
8. Publish to Etsy (if not duplicate)
9. Publish to eBay (if not duplicate)
10. Update Registry

ERROR HANDLING

If ANY step fails:

  1. Log error
  2. Retry up to 3 times
  3. If still failing, skip design and move to next
  4. Report failure in daily summary

DAILY LIMITS

  • Remove BG: unlimited (rembg local)
  • Etsy: 40 products/month (free tier)
  • eBay: 250 products/month (free tier)

SUCCESS METRICS

  • Designs published per day
  • Quality score (pass rate)
  • Platform coverage (Etsy + eBay)
  • Trend relevance score