• Architected a native macOS overlay in Swift/Objective-C with direct system-level window interaction.

• Optimized rendering and memory to guarantee 60fps performance with zero host OS impact.

• Engineered window management handling Mission Control transitions and multi-monitor setups.

• Implemented local-first architecture to process screen context on-device for strict user privacy.

• Directed full lifecycle from reverse-engineering OS behavior to shipping a polished consumer app.

• Engineered automated EDI 837/835 data pipelines to streamline claims and remittance processing.

• Optimized NLP to extract clinical entities from transcripts, reducing manual coding errors and latency

• Linked scribe notes to billing with CPT and ICD mapping and claim scrubbing pre submission.

• Designed coder and biller worklists and dashboards for charge capture, audit trail, and missed revenue

• Directed release cycles and QA protocols to ensure strict HIPAA data compliance.

• Managed patient intake, insurance checks, and front-office tasks.

• Coordinated with clinicians to maintain smooth scheduling and flow.

• Documented vitals and preliminary notes during high-volume periods

• Observed friction in manual documentation and data entry

• Directly experienced workflows targeted by modern AI systems

• Built internal Vera web dashboards in React and TypeScript to explore jail and prison data.

• Wrote Python and SQL scripts to clean and load Vera incarceration and court datasets.

• Worked with Vera researchers to turn justice policy questions into filters, charts and data exports.

• Used Git, pull requests and basic tests to ship changes safely in Vera shared repos.

• Improved page responsiveness so Vera data tools handled larger justice datasets smoothly

• Simulated complex molecules using Lean in machine learning applications.

• Integrated AI and Lean in chemical engineering for novel reaction pathway prediction.

• Collaborated in translating chemical theories to code, enhancing molecule analysis with Lean.

• Developed AI models with Lean for pharmaceutical applications at Atom’s Lab.