What else can I make?
After your first project, the server plans further complete products from the exact offcuts left behind — and re-validates every cut.
THE CIRCULAR DESIGN STUDIO
Every scrap has potential.
Turn the fabric you have into something you’ll love.
- FabricNet CNN trained from scratch
- SlimSAM segmentation, on device
- Grain-aware nesting
- Azure-verified geometry
✳A second life,
by design.
by design.
COLLECTION NO. 001 · 7 MATERIALS
01
Your raw materials
ILLUSTRATIVE SAMPLE
Measure edge to edge for scale
cm
SLIMSAM · SELECT A PIECE FOR NEURAL REVIEW
Your photos stay in your browser. Always.
02 YOUR NEXT CHAPTER LIVE 3D
FROM SCRAPS TO STAPLE
The everyday tote
24 × 28 cm · patchwork edition
YOUR MATERIALS, WITH A PLAN
Make the most of every piece.
Solid lines are cuts. Dashed lines are stitches.
Cut boundary Stitch line
03
Pick your next project
Designed around your materials.
04
The material library
—Your detected scraps will appear here.
A little less leftover.
—%Usable fabric in this plan
—Pieces ready to cut
—cm²Detected fabric area
DESIGN PRIORITY
Checking how your pieces fit together…
05
—Colour DNA
CIELABL* lightnessa* green → redb* blue → yellow● one sphere per scrap, sized by area
06
ON-DEVICE CNNFabricNet readout
Pattern class and straight-grain angle for every scrap, computed in your browser. Stripes lock cut rotation; off-grain fabric is used last.
Analyze a photo to classify each scrap.
FabricNet
07 AZURE FUNCTIONS · ZERO-WASTE LAB
Every offcut, accounted for.
Server-verified leftovers, colour harmony, deep layout search, community pooling and printable packets. Only derived shapes and settings leave your device.
READY
No twin patches side by side.
Interchangeable cuts are swapped between slots to maximise CIELAB contrast between neighbours. Cut positions never move.
Keep the biggest offcut whole.
Seeded multi-start restarts of the validated engine look for a layout that places more cuts or leaves a larger reusable rectangle.
What this project saves.
Pool scraps with a friend.
Combine your photo with a donor’s — each keeps its own scale — and see whether pooling unlocks a bigger project.
Print it. Share it.
Run the lab to render the server’s design map — the validated, colour-arranged layout an image model can be conditioned on.
✳
YOUR PRIVATE PLAN ARCHIVE
A cutting plan worth keeping.
Photos stay local. Save derived geometry privately after a cloud verification.
CONNECTING…
✳
From pixels to patterns. CIELAB clustering, a CNN trained from scratch, grain-aware nesting, server-verified zero waste.