Every measurement collapses possibility into a single view. These tools make the collapse visible — and let you reorient around what was lost.
The projects here move from observation to intervention — from instruments that make information loss visible and manipulable, to a closed-loop system that acts on what it measures. The connecting thread is the question, not the domain: what structure survives compression, and what can you do once you see it?
Selected Work
Live Interactive
quantizing Earth from orbit, one crayon at a time
A satellite image, 120 Crayola crayons, and the mathematics between them. Color-a-Pixel maps Landsat imagery to a numbered grid of crayon colors: a NASA Earth Science-funded outreach activity rebuilt as an interactive investigation of color quantization in perceptual space. A 3D color space visualizer lets you explore the geometry of the mapping. "Nearest" means something different when you ask the eye instead of the sensor.
Color Science
CIELAB
Vector Quantization
Remote Sensing
NASA Education
Interactive Essay
Explore the tool
Live Interactive
navigating high-dimensional data through projection, morphing, and linked brushing
A 200-band hyperspectral pixel is not a color. It is a point in 200-dimensional space, and you cannot look at 200 dimensions. This tool projects high-dimensional datasets into 3D, morphing smoothly between PCA and t-SNE so you can watch global structure warp as local neighborhoods tighten. Five bundled datasets span hyperspectral imagery, world development indicators, knowledge graphs, and word embeddings. An integrated essay with live action triggers guides the reader through the tool as they read.
Dimensionality Reduction
PCA
t-SNE
Hyperspectral Remote Sensing
Graph Embedding
Word Vectors
Parallel Coordinates
Interactive Essay
Explore the tool
Live Interactive
complementarity, duality, and non-separability through time and space
The topology of the yin-yang, from 2D through the Hopf fibration. A real-time volumetric ray marcher renders the classical symbol as a helical sweep through a cylinder, torus, and the 3-sphere, exploring the geometric parallels between ancient complementarity and the fiber bundles and gauge symmetry of modern physics. Responsive sonification maps the topology to sound: winding numbers become harmonic intervals, the cross-section becomes pitch, and the Hopf fibers become a slow counter-phase tremolo.
Topology
Hopf Fibration
Ray Marching
Gauge Theory
Sonification
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In Progress
mycological phenotyping console
A sealed glass vessel, a turntable driven by magnets through the glass, and a stereo camera pair watching a mushroom grow. MPC-1 is a portable robotic laboratory that captures the full 3D geometry of biological growth while closed-loop environmental control modifies conditions based on the physical shape of the organism, without human intervention. The goal: high-fidelity training data for physics-informed neural networks. Currently in hardware integration.
Embedded Systems
Closed-Loop Control
Photogrammetry
Physics-Informed Neural Networks
Fleet Deployment
Mycology
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About
I build instruments that make structure visible: in satellite imagery, in high-dimensional data, in networks, in the geometry of physical and biological systems.
Previously co-authored Sanctuary: Exploring the World's Protected Areas from Space,
a NASA-funded visual survey presented at the 2014 IUCN World Parks
Congress in Sydney. The right computational lens doesn't simplify
what it shows you. It shows you what you were missing.
Open to collaboration, consulting, and conversation.