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Work

AI tools and training I’ve built.

For workplaces where getting it right mattered.

AI builds

AI tools built so a person approves the result

AI build · Course production

A tool for drafting training courses

It starts from sourced research and drafts an eight-module course. Anything it can’t verify is flagged, and a person approves each lesson before it’s used.

AI build · Private by design

A speech assistant that runs entirely on the computer

It listens and matches what it hears to a set of approved answers. When it isn’t sure, it says so, and no audio or text ever leaves the machine.

AI build · Oʻahu

A neighborhood guide for Oʻahu

It answers only from the Census and local market figures supplied with each question, so it can’t make numbers up.

Training

Training I’ve designed

Portfolio projects, each with a case study and the training itself to try.

A slide from the property crew safety training

Case study · Workplace safety · Hawaiʻi

Property crew safety training

A safety course for property crews, rebuilt as five short lessons on shock, fire, falls, heat and speaking up, then a scored test that shows each worker what to review.

The cover slide of the hotel trafficking awareness training

Case study · Compliance · Hawaiʻi hotels

Hotel staff training for Hawaiʻi’s new trafficking law

For hotel staff who meet guests or enter rooms, built to what Act 191 (2026) requires, with the training records a hotel with high turnover needs.

The cover of The Human Side of Instructional Design

Course · For instructional designers

The human side of instructional design

A free first module of about 50 minutes on reading what a subject expert needs from you, with a branching scenario and a reply you write yourself.

Record

Twenty-five years, briefly

  • 2025 to presentAI training and evaluation consultant, Mercor. Helping train frontier AI models by judging their answers and writing the guides that define a good one. Led a team of six experts.
  • 2024 to presentInstructional design advisor, Manati.ai.
  • 2025Certificates: AI: Business Strategies and Applications, UC Berkeley Haas School of Business. No Code AI and Machine Learning, MIT Professional Education.
  • 2004 to 2025Instructional designer, supervisor, and senior e-learning developer, Academy of Art University. More than 200 university courses, and remote workflow systems still in use.
  • 2000 to 2003E-learning developer, Bechtel Corporation and Vitesse Learning. Industrial safety and pharmaceutical compliance training.

Full history on LinkedIn ↗.

Hiring an instructional designer? My portfolio is on its own site. See the portfolio

Want this kind of work in your business?

Tell me what keeps landing back on you, and we’ll work out what to set up first on a free call.