Selected
Work
2025 — Present·Story Stream Editor
Founder & CTO
Multi-agent AI manuscript editor: narrative structure, reader response, theme, and craft—not grammar mirroring. Concept to revenue as sole founder; hundreds of writers; advisory board and equity access for underserved communities.
Three-layer system (intent detection → wisdom selection → dynamic context) cuts cost 87–93% versus full-manuscript approaches at $0.035 / paragraph.
Visit ↗2023·Microsoft Edge
AI Digital Twins
Microsoft Global Hackathon 2023 winner. Patented approach to deep telemetry understanding — a live read of what is happening in a complex system, not only what was logged.
2021·Microsoft Edge
Real-Time Emotion Parsing
Microsoft Global Hackathon 2021 winner. Among the first LLM applications to large-scale product telemetry at Microsoft. Behavioral churn analysis linking frustration signals to outcomes at hundreds of millions of users.
2024 — 2025·Microsoft Azure
Data Science Manager / Principal AI Architect
Led an 8-person data science team while staying hands-on. Multi-agent AI on live operational data across tens of thousands of machines. Sustainability-focused fleet analytics tying efficiency to environmental impact.