Harvey Houlahan
ML that delivers. Satellite and LiDAR for forest carbon at work; GPU physics and pretraining studies here, live in the browser.
Byron Bay, NSW → open to EU / US
I grew up on a cotton farm in Queensland. Initially I set out to become a doctor; three months in I found myself programming more than studying medicine, so I switched to computer science.
Two kinds of work. Retainer, build, or advisory.
Climate & spatial ML
What I do every day.
- Carbon MRV and canopy modelling from LiDAR + satellite
- Spatial pipelines that stay fast at continental scale
- Biodiversity monitoring and precision-ag models
Applied ML & AI systems
Fine-tuning, search, deployment.
- Training and fine-tuning on your data, on your budget
- Search that understands what users mean
- Deployment without marrying you to one API vendor
Ongoing engineering capacity, month to month.
A pipeline, a model, an app. Scoped on a call, priced up front, handed over runnable.
Architecture reviews, model audits, a second opinion before you commit a quarter.

Canopy cover from orbit
Satellite × LiDAR carbon pipeline, self-calibrating per station, running under real policy advice.
Read the deep-dive →1.75 to 1.18, fixed compute
40M parameters, fixed compute. Every experiment kept, failures included.
Read the report →
Worlds that run in a tab
WebGPU physics, artificial life, a terminal that speaks plain english. No servers.
Enter the playground →