What I Learned Scaling FasterOutcomes from 0→1
Building an AI legal tech platform from scratch in 12 weeks taught me lessons about product-market fit, team building, and shipping production LLM systems fast.
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Insights on AI Leadership
Thoughts on building production AI systems, scaling engineering teams, and leading with AI
Production LLM Systems: What CTOs Need to Know
Moving from POCs to production LLM systems requires different thinking. Here's what I learned building ELLE at Uber and FasterOutcomes MVP.
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The Parallel Contracts Model: A Post-Mortem
From 2024-2025, I ran 3 parallel contracts simultaneously. Here's what worked, what didn't, and why I chose to go all-in as full-time CTO.
Article in progress
Scaling Engineering Teams: From 3 to 15+ in 2026
Lessons from scaling FasterOutcomes' engineering team in preparation for Series A. Hiring, culture, and maintaining velocity during rapid growth.
Article in progress
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