Selected Work
A chronological stream of local-first ML pipelines, empirical legal tech research, and open-source tooling built with an emphasis on data sovereignty, privacy, and public interest impact.
Housecat
Telemetry engineering for agent turns and alignment analysis.
Lie Groups inside LLMs
Analyzing and discovering group actions in SO(d) and so(d) within LLMs.
MACRO/micro: An Interpretative Critique of Asymmetric AI Exchange
An interpretative digital art installation exhibited at the Nature of Code gallery, critiquing the asymmetric exchange between humanity and AI via visual representations of consumption, adoption, and assimilation.
Midnight Sunset & Generative Visual Computing
An in-situ piece designed for a music festival hosted annually in the summer of Mendocino. This year's theme was 'Luxury Resort' and the sunset art piece was ran from approximately 9PM to 4AM.
Algorithmic Explorations: Generative Processing Sketches
A suite of custom computational simulations and generative sketches built in Processing (Java), spanning celestial mechanics, genetic cellular automata, relativistic optical warping, genetic path-finding boids, and brutalist architecture.
SF-Flock: ALPR Surveillance Privacy Analysis System
Interactive simulation framework and graph engine to quantify vehicle anonymity loss across San Francisco's ALPR camera network using time-geographic space-time prisms and negative observation constraints.
Street Spirit: Community Data Mentoring & Advocacy
Data mentorship and quantitative analysis supporting Street Spirit, an independent street newspaper reporting on homelessness, housing justice, and civil rights in the East Bay.
Communications Graph Analytics
Influence and topic flow analysis across internal communication streams.
Differential Geometry & UMAP Manifold Curvature Analysis
Investigating high-dimensional embedding stability and boundary deformation in 2D UMAP manifolds using differential geometry, alpha-shape concave hulls, periodic splines, and Wasserstein distance.
Discrete Diffusion Language Modeling (Transformer Denoiser)
Implementation and training of a ~253M parameter discrete diffusion Transformer in PyTorch for non-autoregressive, controllable text generation and fixed-token infilling.
Exploring Disparate Impact with Geospatial Analysis and Communication Graphing
This research explores whether law enforcement disproportionately patrols certain communities, combining geospatial analysis and communication graphing to uncover patterns. The work supports investigations into potential violations of the Fourth Amendment (Search and Seizure) and the Fourteenth Amendment (Equal Protection Clause).
LGBTQ.ai+ Content Analysis Platform
RAG-based classification and retrieval with containerized deployment on GCP; bias-aware stance classification for anti-/pro-trans news content.
Videoless Essay
Tool to convert YouTube video essays into readable text by downloading, transcribing, and segmenting audio into structured paragraphs for easier consumption.
ACLU Legal Document Processing Pipeline
A local-first, privacy-preserving ML and OCR pipeline designed for rapid discovery triage across terabytes of sensitive legal records without cloud exposure.