Expression Infrastructure for Software
Describe your brand once. Get a complete design system back. Agentic. Available at runtime.
Stop burning tokens on prompt forty. LESS converts your creative intent into a production-ready, versioned design system. Colour, type, components, validation states, and brand voice. All deterministic. All served via API. Paste one URL into Claude Code, Cursor, or any coding agent and ship with a design system from day one.
One expression. Zero iteration. Infrastructure-grade output.
The Problem
You prompt your vision. You get back generic components. So you iterate. And iterate. By prompt forty, your tokens are burned and the original feeling is gone. This is the Expression Gap. Your launch delayed. Your weekend gone. LESS™ saves the average vibe coder $250 in tokens and unlocks time to build what actually matters.
Why Now
You have infrastructure for APIs, code, and deployments. But you have zero infrastructure for taste, judgment, brand expression, or voice. AI agents now ship production UI at scale, yet every output drifts. Wrong colors. Wrong tone. Wrong brand. LESS™ is Expression Infrastructure for software. An agentic design system that doesn’t just execute. It learns. Every resolution sharpens its understanding of your brand. Every override feeds back. Design, treated as a skill the system is always getting better at.
Your brand has taste. Machines don’t. Not yet. LESS™ makes expression legible to agents: translating vision, feeling, and voice into production-grade design tokens with zero loss and zero drift.
Accessibility, tokenization, dirty-code detection, and bidirectional feedback loops. LESS™ Resolver agents that enforce standards at runtime. Not rules that block, but behavior that adapts when context shifts.
Anti-patterns detected. Anti-standards corrected. LESS™ agents learn what good looks like and auto-heal when things slip. A responsible system that preserves the bridge back to human judgment, while gaining skill with every project.
Built on three design principles: Legible · agents see what matters. Configurable · behavior is an outcome, not an instruction. Responsible · human agency is never bypassed.
The Pipeline
Tell the LESS™ Agent your vision. Feelings, vibes, references. The fuzzy expression. Raw and unfiltered.
Fuzzy ExpressionThe LESS™ Agentic Orchestra takes over. Specialized agents interpret your expression and generate an organic design system on runtime. Feeling in. Production-ready out.
LESS™ Agentic OrchestraOne output: an API URL with your runtime design system and guardrails. Paste it into Claude Code, Cursor, Lovable, or any vibe coding platform. One prompt. The perfect shot.
Vibe ReadyToken overrides flow back to LESS™ Studio via bidirectional API. Your design system as a living source of truth.
Bidirectional SyncFor You
You're building a real app. You know the feeling you want but your coding agent keeps giving you generic components. By prompt forty, your $20 subscription is burned and the output looks nothing like what you described.
LESS™ resolves your creative expression into a complete design system before a single line of code is written. Paste the API URL into Claude Code, Cursor, or Lovable. One prompt. The perfect shot.
Your clients expect unique, high-quality design across every project. But scaling taste has always meant scaling headcount. LESS™ changes that equation entirely.
Resolve each client's design expression into a complete system. Hand your team a runtime design guardrail instead of a 40-page Figma document. Every project ships with consistency baked in from the start.
Y Combinator's Spring 2026 Request for Startups calls for "Cursor for Product Managers" and AI-native agencies. The signal is clear: the tooling layer around agentic AI is where category-defining companies get built. Design is the missing piece.
LESS™ is design infrastructure for the vibe coding generation. Your portfolio companies ship sooner, save tokens, and build with a design system from day one. The founders are already here. The framework is ready.
The Framework
LESS is a deterministic expression engine that converts creative intent into a complete interaction system. Colour, type, spacing, components, validation states, and UI copy. All from a single natural-language input.
No stochastic drift. No prompt iteration. Every output is consistent, production-grade, and served as a versioned API. From pixel to paragraph. Generated once, resolved everywhere.
Five synchronized layers. One contract. Expression as infrastructure.
LESS makes expression programmable.
Outputs are independently generated from abstract style vectors and do not reproduce proprietary brand assets, trade dress, or third-party design systems.
Under the Hood
Five layers. Dozens of resolution paths. Zero runtime errors.
Design should be expressed once and resolved deterministically. Not iterated endlessly.
Private beta open for Vibe Coders, Studios, forward-looking builders and Investors