Some garments begin with an idea.
Others begin with a material.
Cap_able garments begin with research.
Behind every piece lies a layered process connecting experimentation, textile engineering, and design culture. To understand their value, you have to understand how they are made — and why they exist.
🔬🧵
Where Research Meets Fabric
Cap_able originated from research on adversarial patching applied to textiles. Our patented technology — developed for both knitting and weaving — translates computational patterns into physical garments designed to interfere with AI vision and object-recognition systems.
But transforming an algorithm into a textile is never linear.
Digital simulations behave differently from physical materials: light shifts, bodies move, fabrics fold, textures distort. A pattern that performs on screen may fail in real-world conditions. Every variable — yarn tension, stitch structure, color contrast, surface behavior — must be calibrated so that theoretical performance becomes physical performance.
Research is not a preliminary phase. It is embedded in the garment itself.
🇮🇹
Craftsmanship, Materials, and Production
Every garment in the Manifesto Collection is 100% Made in Italy, produced in Tuscany by selected manufacturers specialized in high-end knitwear.
Local production is not a marketing claim — it is a structural choice. It allows a continuous dialogue between research, design, and manufacturing, ensuring precision, traceability, and control at every stage.
Material selection was equally critical.
When visual patterns carry functional properties, textile precision becomes non-negotiable. For this reason, the Manifesto Collection relies on extra-fine Egyptian cotton supplied by Filmar, an Italian company committed to responsible production and part of the Better Cotton Initiative (BCI).
The result is a fabric that supports both aesthetic definition and technological integrity.
⚖️
Ethics and Responsibility
Innovation without responsibility is incomplete.
Cap_able garments are produced through controlled supply chains that prioritize:
- respect for workers
- environmental awareness
- transparency
- durability over disposability
A garment designed to question surveillance systems should also reflect ethical coherence in its production. Quality, in this sense, is not only technical — it is systemic.
✨
Awareness
Ultimately, Cap_able garments are about awareness.
Awareness of how technology sees us.
Awareness of how materials are sourced and manufactured.
Awareness of the role design can play within contemporary socio-technical systems.
What we wear can carry more than aesthetics.
It can carry research. It can carry intention. It can carry choice.