Yakov Shkolnikov
PhD, Princeton · IEEE Senior Member · PE
I build production AI systems, transform how organizations adopt them, and make it safe to experiment. Then I write about what I learn, including what doesn't work.
Systems & Production Projects
Edge inference, agentic frameworks, and AI that runs in production for years, not demos.
Research & Writing
50+ papers, ongoing research in efficient architectures, and a Substack about what AI actually does when you test it.
Medical & Safety-Critical AI
Implantable devices, cardiovascular monitoring, and AI systems where getting it wrong isn't an option.
Consulting & Advisory
Technical consulting in Edge AI, Enterprise AI, and data systems.
Mentorship
Open invitation — reach out on LinkedIn
Philosophy
AI should automate, not decide. Incomplete guides are the only honest ones. Build systems that outlast you.