Business

Web and AI systems
for ambitious teams

We take on selected software and AI engagements that align with our research direction and operating style.

Why this exists

Client work helps fund the lab while giving us a place to apply research thinking to real operational problems.

Web Development

Custom web products for research groups, startups, and operational teams that need polished delivery without heavyweight process.

  • Next.js / React
  • Python / Node backends
  • Cloud deployment
  • API integration

AI Systems

Practical AI implementations that connect modern models to workflows, products, and internal knowledge systems.

  • LLM integration
  • RAG systems
  • Agent workflows
  • Evaluation loops

Lean Delivery

We use AI-native development workflows to move faster and keep costs well below traditional agency pricing.

  • Lower cost structure
  • Shorter delivery cycles
  • Transparent scope
  • Flexible engagement
Why work with us

Research taste, product discipline, and lean execution.

Research-informed build cycles

We bring current AI-native development practice into implementation, not just into marketing language.

Cost-conscious delivery

Our workflow is intentionally lean, which makes smaller experiments and faster iterations economically viable.

How it works
01

Discovery

We map the problem, constraints, and the outcome that actually matters.

02

Plan

We turn the brief into a practical proposal with scope, timing, and tradeoffs.

03

Build

We ship in tight feedback loops so you can see progress early.

04

Launch

We help with deployment, iteration, and the next layer of improvement.

Need to scope a project?

Share the problem you are trying to solve and we can tell you quickly whether it fits our current focus.