Opinions, reports, PDFs, exports, and local data products stay close to the interface.
materialsWork
Systems for law, data, and review.
Thesis, lab report, legal AI packet, map system, I Ching product, and private telemetry systems. Each page starts with the task, the artifact, and the constraint.
Project frame
Each object starts from a file, figure, or user task.
The index keeps technical detail attached to practical use: what a lawyer reviews, what a reader can open, and what data stays private.
Extraction, classification, simulation, and mapping are described as bounded steps with known failure modes.
schema / code / checksEach project points to a figure, PDF, repository, map, or brief that can stand on its own.
figure / PDF / repoSensitive systems show only redacted structure while raw health, message, defense, and movement data stay off-site.
public boundary- legal decisions
- 1,591
- thesis corpus
- pages
- 53
- full PDF
- system objects
- 6
- public index
- artifact modes
- 4
- figures / maps / code / briefs

Judicial Disparities in Seventh Circuit Criminal Appeals
A 53-page empirical thesis on appellate sentencing review, built from a judge-identifying dataset of 1,591 decisions from 2020-2025.

PSPL Biased Filter Study
Artifacts include COMSOL electrostatics, charged-particle tracing, MATLAB parameter sweeps, phase diagrams, and a SolidWorks beam-target model.

Public Defense AI Pilot
Artifacts include source-trail patterns, allowed uses, prohibited uses, review rubrics, and a redacted federal-defense summary.

I Ching Studio
The current corpus is normalized into 450 structured hexagram-line positions and 1,356 imported interpretation entries across Guaci, Takashima, English commentary, and symbolic sources.

Reizentraj
The linked public repo shows the local extractor/explorer path. Hosted upload and native surfaces are private prototypes; this page labels them as product direction rather than public code proof.
Private Telemetry Systems
Artifacts include architecture maps, artifact boundaries, audit ledgers, and dashboard design notes.