About

        ML systems engineer; spatial, full-stack, simulation & applied AI.

Right now I'm building the systems that connect field data to carbon policy.

STA 01

At ArborMeta I connect field surveys and satellite data to Australian carbon policy: canopy-height and above-ground-carbon models from paired LiDAR captures, fire-spread mapping, and the pipelines that decide how land is measured and what reaches the registry.

STA 02

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.

STA 03

The playground here is the same discipline off the clock: solvers on your GPU, neural operators trained to emulate them, racing in a tab.

STA 04

Open to contract work in climate tech and applied ML: carbon MRV, spatial pipelines, fine-tuning, vector search, deployment that does not live on one API.

The stack

Five clusters that matter. Each one points at something real on this site. The full list is below.

The full ledger86 across 9 disciplines

Geospatial

10
PostGISMapLibre GL JSPMTilesGeoJSONALS / LiDAR processingEarth observation data

Deep Learning & LLMs

14
Transformers (GPT-style)CNNsMuon optimizerNewton–Schulz orthogonalizationRotary embeddings (RoPE)ReLU² activations

ML / Data

14
PyTorchPython ML stackNumPy / PandasSpatial analyticsTime-series forecastingFeature engineering

Modelling & Optimization

8
Stochastic simulation (Gillespie SSA)Markov chainsMonte Carlo methodsSimulated annealingMetropolis–HastingsEigenvector / spectral methods

Systems & Performance

10
RustCC#Multithreading & concurrencyMemory optimizationSIMD / vectorization

Backend

9
FastAPIPythonNode.jsPostgreSQLREST APIsAsync I/O

Frontend

8
ReactNext.jsTypeScriptJavaScriptTailwind CSSWebGL

iOS

5
SwiftSwiftUICore MLCoreNFCOffline-first sync

Infra

8
DockerPortainerAWSLinuxNginxGit
Currently

Byron Bay, NSW open to EU / US · AEST · remote

Open for contract work