Projects

Flagship AI projects and the systems behind them.

Start with two production projects that demonstrate measurable outcomes, architecture, and engineering tradeoffs, then explore the supporting work across vision, real-time systems, validation, and knowledge graphs.

Flagship projects

Production systems with verified outcomes.

Supporting projects

Applied R&D across multimodal AI and retrieval.

Computer vision demo

SignScribe

Emergency accessibility prototype for limited sign-language phrase recognition, translation, and spoken output.

Implementation flow
Phrase recognition
Translation
Spoken response

Evidence summary from documented implementation work.

Computer VisionGeminiWeb UISpoken output
Production ML systems

Real-time WebRTC Vision

Object detection and OCR-style inference over live WebRTC streams, including sub-100ms frame inference in LinkedIn evidence.

Machine Vision WebRTC architecture diagram
Live WebRTC input
Sub-100ms inference
GPU pipeline

Evidence summary from documented implementation work.

YOLOOpenCVaiortcRedisCUDA
Multimodal interface

Video-driven Avatar

Facial-expression mapping into 52 ARKit blendshapes for real-time 3D avatar animation in browser-based communication flows.

Video-driven avatar architecture diagram
52 blendshapes
Real-time mapping
Browser rendering

Evidence summary from documented implementation work.

MediaPipeThree.jsWebSocketsARKit blendshapes
Validation platform

RuleHub AI

Rules-as-data validation platform concept using deterministic checks first and selective AI judgment for ambiguous cases.

Implementation flow
Rules as data
Deterministic first
Selective AI review

Evidence summary from documented implementation work.

Next.jsFastAPIPostgreSQLAWS Bedrock
RAG + knowledge graph

Healthcare Intelligence Hackathon

A hackathon-built clinical intelligence pipeline that links evidence across a decade of medical PDFs using vector retrieval, graph traversal, and citation-grounded synthesis.

Implementation flow
10 years of PDFs
Knowledge graph
Citation-grounded answers

Evidence summary from documented implementation work.

PythonChromaDBNetworkXMulti-hop retrievalCitation grounding