Limn
Limn — A creative AI tool for fashion design. Built by THE ROBOTS.
THE PROBLEM
Most AI tools break in luxury fashion because they don’t match how designers actually work.
Designers don’t start from prompts. They start from references, fragments, materials, and intuition. Iteration is visual, not textual. Direction emerges through doing, not through predefined briefs.
Limn is built around that reality.Developed together with designers inside the LVMH ecosystem, Limn translates generative AI into a workflow that fits existing creative processes — not the other way around.
WHAT WE BUILT
Limn is a philosophical R&D lab founded by Tobias Rees. The concept and direction are his.
THE ROBOTS built the product: A multi-model creative app, routing across Gemini, Stable Diffusion, Seedance and others. The user never sees which model is called when.A LoRA system for fashion. Brand LoRAs. Material LoRAs. Texture LoRAs. Conditioned to a maison's design language, not to a generic aesthetic.
A workshop methodology. How a designer is onboarded onto the tool inside their own active project.Code ownership: Marius Jopen, pending entity formation with Limn.
EXPLORATION / CONTROL
Exploration
A fluid, generative environment where designers can move quickly through directions — closer to sketching or draping than prompting. Outputs evolve continuously, allowing for unexpected results and new visual pathways
Control
At any point, results can be captured and refined in a structured layer: using references, masks, and brand-specific LoRAs to bring outputs closer to production reality.This shift — from static prompting to iterative visual workflows — is what makes the system usable in practice.
LORA SHOWCASE
Style System — Design Language as InfrastructureWe build custom style systems to translate a design language into a controllable tool.
Designers can train these systems on references, materials, silhouettes, and internal archives — embedding what defines their work directly into the generation process. Shown here: a fragment of a training dataset and resulting outputs.
The system carries this logic across iterations: form, proportion, texture, and attitude remain coherent while designs evolve.
This is the shift: from prompting styles to working inside a persistent aesthetic system. Without it, outputs drift. With it, they hold.
ADOPTION
Limn has been introduced through hands-on sessions with design teams across LVMH, including Céline eyewear, as well as in educational contexts such as Institut Français de la Mode.
The pattern is consistent: access alone produces little. Adoption happens when the system is embedded into real workflows and applied to active design work.Each session feeds back into the product.
Limn is shaped in use — through direct collaboration with the designers working with it.
CREDITS
- Concept, philosophy, foundingTobias Rees — Limn
- Product, LoRA system, workshop methodologyPaula Kühn, Marius Jopen — THE ROBOTS
- Deployment partnersLVMH maisons (Céline, Dior, others), IFM Paris