Adrian Scott
ML Engineer at Alphabean Inc.
San Francisco, California, United States
Summary
👤
Senior🎓
Top SchoolAdrian Scott is an ML engineer and serial founder with 13 years of experience building production AI systems and startups from San Francisco. He combines a Ph.D. in nonlinear optimization with hands-on expertise in distributed PyTorch training, transformer fine-tuning, and automated trading systems, having driven 20x performance improvements and built 24/7 algorithmic hedge strategies. As founder or early leader at Ryze, CoderBuddy, Freedom Stack and Soma Capital, he has repeatedly bridged research, product and growth—once taking a music-tech startup from seed-stage investor relations (Napster early backer) to notable exits and traction. Currently he helps a small set of CEOs grow revenue by leveraging LLMs and bespoke ML tooling, and maintains private codebases focused on LLMs, STT, and multi-bot chat orchestration. His background uniquely mixes deep math, low-level performance tuning, and founder-level commercial instincts, making him comfortable shipping both high-performance models and market-facing products.
13 years of coding experience
32 years of employment as a software developer
Ph.D. Mathematics Nonlinear Optimization, Ph.D. Mathematics Nonlinear Optimization at Rensselaer Polytechnic Institute
Github Skills (102)
python10
svg10
javascript10
aggregator10
ai10
webgl10
peer10
artificial-intelligence10
openai10
blockchain10
blockchain-network10
wallet9
autonomous-agents9
threejs9
3d9
Programming languages (12)
Github contributions (5)
AdrianScott/freepoprompt
Jan 2025 - Jan 2025
Powerful Python-based tool that produces context prompts from your code for LLMs
Contributions:27 pushes in 17 days
AdrianScott/froshine
Jan 2025 - Feb 2025
Contributions:10 pushes, 1 branch in 29 days
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