Projects
Things I've built and shipped
15 years of building systems that scale, teams that ship, and platforms that last. Here's a look at the work that shaped my career.
# Featured Work
Evercast
Real-time collaboration platform for Hollywood
Led development for over 4 years on a platform that lets directors, editors, and sound engineers collaborate in real-time across the globe. Used on productions like Lost in Space, Chernobyl, and Jimmy Kimmel Live.
- Scaled WebRTC infrastructure with custom Lua and C extensions
- Built real-time collaboration engine with sub-100ms latency
- Architected signaling layers handling thousands of concurrent sessions
- Led the team through a pandemic pivot that helped the industry keep working
Fortune 100 Media Giant
Lead Staff Engineer — Data & AI Platform
Leading teams at one of the world's largest media companies. I bridge the gap between deep technical work and executive decision-making — translating complex data and AI initiatives into business outcomes that C-level stakeholders can act on.
- Architecting enterprise-wide data platform serving petabytes across multiple clouds
- Leading AI/ML infrastructure strategy — from model training to production deployment
- Translating technical roadmaps into executive-ready narratives for C-suite alignment
- Driving cross-functional initiatives across engineering, product, and business teams
- Mentoring senior engineers while influencing org-wide technical direction
# Other Work
## Infrastructure & Scale
- Global Microservices Migration — Drove a multi-year transition from monolith to microservices across 8+ teams. Defined target architecture, migration playbook, and coached teams through adoption. Deployment frequency went from weekly to multiple times daily.
- Multi-Region Database Architecture — Designed sharding and replication strategies for global user base. Achieved consistent sub-50ms query latency across regions.
- Payments & Reliability — Architected multi-provider payment system for mission-critical transactions. 99.99% uptime with automatic failover and reconciliation.
## Data & MLOps
- Petabyte-Scale ETL Platform — Built and maintained data pipelines handling petabytes from Databricks, BigQuery, Snowflake, and more. Enabled self-service analytics for business teams.
- MLOps for Data Science — Created end-to-end pipelines letting data scientists train, evaluate, and deploy models to production without DevOps handoffs. Reduced model deployment time from weeks to hours.
## AI & Conversational Systems
- AI Support Agent for Payments & Subscriptions — Building an AI-powered support chatbot for a SaaS startup in the payments and subscription billing space. The system answers complex merchant queries using real customer data — transactions, billing history, subscription states — where accuracy is critical and hallucinations aren't an option.
- Advanced RAG Pipeline Architecture — Designed the retrieval-augmented generation system powering the chatbot. Multi-source context retrieval, semantic chunking, hybrid search (vector + keyword), and strict grounding to ensure responses are accurate and traceable to source data.