LegionEdge
AI Research Lab

Making AI smarter, safer, and more efficient.

We're an AI research lab. We build the protocols, datasets, and efficient training methods behind next-generation AI — and offer every layer as a service, so the stack you scale on is yours. Most of our work is open.

Our Partners

The scaling story

Scaling AI on rented infrastructure follows a script.

Cost, lock-in, and burn rate — the same three scenes play out at nearly every company building on someone else's stack.

$0$25K$50K$75K$100KM01M02M03M04M05M06Value shippedInfra spendMonthly infra spend$8,400$21,300$46,800$94,200

Scene 01Cost

Storyboard

The pilot was cheap; production isn't. Metered GPUs, per-token pricing, and egress fees mean spend scales with every user you win — and the meter never sleeps.

  • Idle clusters bill around the clock
  • Per-token costs grow with adoption
  • Egress fees to reach your own data

Three scenes, one root cause — infrastructure you rent but don't control.

What we do

Every layer of the AI stack, offered as a service.

Synthetic data, training, efficiency, and a research team alongside yours — four services that end with models and data you own.

open researchyour raw datayour productdatasetstrainingmodelinference

Service 01Data

Service index

High-quality training data, generated and validated by our pipeline. Start from the sets we've already released, or commission data built for your domain.

  • Code-generation and UI/UX corpora
  • Validation built into the pipeline
  • Released with reproducible harnesses
Explore the service

Four layers, one outcome — models, data, and infrastructure that are yours.

Products

Products that prove the research.

Our products are testbeds for our protocols, datasets, and efficient methods — they prove the work at scale.

Design tools

Developer tools

Infrastructure

Open source

nokuva.app/preview0100200300400<nav><section><img><ul>96 × 2624152 × 100vdom 128 nodes · patch 14ms · 60 fpsA SaaS pricing page with three tiers

01AI-native design editor

The premier design editor for the AI era.

Describe your vision, refine it on a real canvas, build a token system, and convert to production-ready code — with no design-to-code handoff.

Inside Nokuva

  • 01AI-native canvas
  • 02Built-in design system
  • 03Production-ready code
View all products

Latest

From the lab.

Papers, specs, datasets, and announcements — published as they land, open for anyone to read.

Get Started

Ready to build smarter, safer AI?

Build on the protocols, datasets, and efficient methods we publish openly — the same foundations that power Nokuva, Tavoc, and Foltrac.