Built RAI Observatory + RAI Signal Flow Architecture + RAI Ecosystem Dashboard end-to-end (concept → code → delivery) for Microsoft's Responsible AI org — interactive dashboards and visualization tooling for AI governance and risk-signal communication across the AI lifecycle

AI-assisted prototyping workflows producing production-grade prototypes — Claude, Claude Code, Cursor, ChatGPT, Midjourney, GitHub Copilot; sequential code generation, gesture detection refinement, audio crossfade algorithms

MediaPipe gesture-controlled UI prototypes for Microsoft AI Foundry — dwell-based selection, three-screen agent workflow, multimodal interaction patterns

Sonic Keystrokes typing-sonification app — built end-to-end in JavaScript + Web Audio API; embedded MP3 samples, ADSR/EQ/reverb chain, global keyboard event system; 32+ iterative versions

Immersive Web Audio API soundscapes for Foundry — multi-channel generative ambient audio system with cave stream, wind, tinkle, and dew-drop layers

Diagnosed cross-tool audio playback failure engineering couldn't reproduce — RIFF/hex-level analysis isolated a malformed metadata block; unblocked a critical product sound

Graduate-level CS coursework: Pace University Computer Science Bridge Program — Java OOP, data structures, threading, and nand2tetris-style 16-bit CPU construction (9 credits, all A's, 2019); Brooklyn Research — Machines Learning Movement (2017); Stanford University Online — CS Fundamentals (Nick Parlante, 2017)