Andrea Silverman
I build interfaces that turn AI from answers → decisions.
Designing AI Systems People Can Understand, Control, and Experience
Multi-agent · Multimodal · Real-world interaction
Hello! I’m Andrea, your virtual docent. Welcome to my portfolio! I’m here to guide you through my work and answer any questions you might have. Feel free to ask about my projects, skills, or anything else you’d like to know. Enjoy your visit!

Most AI interfaces hide how decisions are made. I design systems that make model behavior observable, comparable, and controllable for research teams.

multi-agent reasoning, comparison, and real-time decision-making
Creative Technologist for Generative AI & XR Systems
I design and prototype systems that make generative AI outputs testable and production-ready. At Meta Superintelligence Lab, I defined evaluation frameworks for multimodal model behavior and partnered with Engineering, PMs, and UXRs to translate AI outputs into structured analysis. My independent React/JavaScript prototypes — Compare Mode, Focus Mode, real-time streaming — solve the gaps I saw firsthand in how teams observe and control model behavior.
I’ve spent 18 years making complex systems observable — from spatial tracking at Microsoft MR to model behavior at Meta. I prototype the tools research teams need to see what’s happening inside the system.
FOCUS
Multi-agent systems • Multimodal AI • Human–AI Interaction • XR Interfaces
Previously worked across:
-
Meta — Multimodal AI Systems & Evaluation
-
Microsoft Mixed Reality — XR Systems & Interaction
These experiences shape my approach: high-fidelity execution, creative rigor, and bold future-forward experimentation.