Projects
DigniFi
501(c)(4) — Civic Tech — Active
A civic-tech platform that simplifies bankruptcy filing for low-income pro se debtors. The legal system makes poverty expensive by design — complex filing requirements, inaccessible forms, and a process built for people who can afford lawyers. DigniFi routes around that. It reduces the technical and procedural barrier to Chapter 7 and Chapter 13 bankruptcy filing without requiring legal representation.
Built under constraint from the start. No grant funding, no institutional backing — vision held until resources aligned with capability.
LLM Alignment Pipeline
Machine Learning — Research — Active
A three-stage alignment pipeline: Supervised Fine-Tuning (SFT) → Direct Preference Optimization (DPO) → Group Relative Policy Optimization (GRPO), with constitutional AI grounding throughout. The critical design decision: no human annotation dependency. Human labelers are a bottleneck in alignment research — expensive, inconsistent, and unscalable. This pipeline removes them.
Built alongside a privacy-preserving sequence model with multi-task RL heads for risk scoring and forecasting.
Tied Tight Recording
Studio — Founded 2014 — Active
A recording studio serving Emmy-winning productions and independent artists since 2014. The infrastructure story is as interesting as the music: a hybrid Raspberry Pi + Azure environment built for production workflow simulation and client requirement testing. Automated systems handle project tracking, communication workflows, and resource allocation.
Built and managed through a full studio buildout — on time, under budget — using predictive resource modeling and vendor coordination. An operator's project from the beginning.
