MADE USEFUL AI
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A senior team that stays until it runs.

We exist for one reason: to close the gap between an AI demo and a system a business can depend on. The people who do the work are the people you talk to. No layers.

01Why we exist

The demo was never the hard part. Impressive prototypes stall on real data, real users, and real operations — that gap is where most AI projects quietly die.

We work inside that gap: designing the workflow, building the system, integrating it with what you already run, and staying until it's operating.

02Team

Joe Jiang

Founder

Greater Sydney, Australia

Joe is a principal data engineer and data architect who founded the company to close the gap between an AI demo and a system a business can depend on. A seasoned technical founder, he has shipped data platforms on Kubernetes and the major clouds, and taken a legal AI product all the way to production.

  • Data architecture
  • Kubernetes
  • Legal AI
  • Cloud
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Sheldon Lin

Chief Engineer

Greater Sydney, Australia

Sheldon is a principal AI engineer with over a decade shipping production AI, ML, and automation across financial services, consulting, telco, and startups. He leads engagements end to end — from the first messy problem to the handover.

  • Agentic AI
  • RAG & LLMOps
  • Cloud AI
  • Delivery
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Wayne Yuan

Chief Engineer

Sydney, Australia

Wayne owns the path to production. With two decades in the field and a PhD in AI and advanced control systems, he has led platform engineering and built on AWS at scale. He handles deployment, security, and end-to-end automation.

  • DevSecOps
  • AWS
  • Platform
  • CI/CD
LinkedIn →
03How we engage

Hands-on delivery, end to end

Workshops that onboard your team to agentic tools

A roadmap you own after handover

Make your next AI project useful.

Tell us what you're trying to ship, or see what we've already put into production.

Discuss a projectSee case studies