Public Defense AI Workflow Pilot
A concise, risk-aware proposal for attorney-supervised AI workflows around record triage, mitigation support, and source-linked review.
Read the pilot proposalAttorney-reviewable AI workflows for law, public defense, and high-stakes data.
I build legal AI, empirical legal-data, and workflow systems where source control, confidentiality, and human judgment matter. The work spans federal defense, appellate sentencing research, bilingual AI knowledge tools, geospatial telemetry, and privacy-preserving analytics.
1,591 Seventh Circuit criminal sentencing decisions structured into a judge-identifying dataset.
41 pages GenAI implementation roadmap and live workflow demonstration for a federal defense office.
450 slots Canonical interpretation database behind a bilingual, source-linked AI knowledge platform.
5 artifacts Review-ready resumes, pilot memo, thesis brief, and redacted federal defense project sheet.
Seventh Circuit Thesis Brief
A one-page summary of a large-corpus appellate sentencing project: LLM extraction, validation, Bayesian modeling, and legal insight.
Read the thesis briefWhat the work demonstrates
Across the artifacts, the recurring pattern is reviewable systems built around messy records, institutional constraints, and judgment-sensitive workflows.
Legal AI adoption
Tool evaluation, confidentiality framing, attorney training, pilot design, and adoption documentation for legal environments where trust is the bottleneck.
Empirical legal data
Structured extraction from federal opinions, model-output validation, and statistical analysis that keeps legal doctrine and institutional context visible.
Product systems
Full-stack systems using Next.js, FastAPI, Supabase, Python pipelines, Deck.gl, and LLM workflows to turn private or complex data into usable interfaces.
Public-interest judgment
Federal defense work that required confidentiality, record discipline, client-centered thinking, and practical support under time pressure.
Career Data Room
The data room contains review-ready PDFs and readable web versions of the most relevant proof artifacts: legal tech resume, analyst resume, public defense AI pilot, thesis brief, and a redacted federal defense project sheet.
Review artifactsProject Portfolio
The project portfolio adds substantiated technical systems: I Ching Studio, Reizentraj, wxdecipher, Vitals, and the Via Sacra archive.
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