I teach AI, machine learning, and mathematics from first principles — with the rigor and clarity that produces real understanding. My students go on to do original research.
Private InstructionOne-on-one sessions tailored to exactly where your student is — whether they're a high schooler encountering AI for the first time, a professional who needs to understand machine learning, or someone preparing for graduate-level work.
I don't teach tools. I teach understanding. There is a difference, and it shows in results.
See what I teachI build AI curricula that weave ethics into every technical layer — from linear algebra to reinforcement learning. Students from my programs are now at Yale and UPenn.
Learn moreOne-on-one instruction for students, professionals, and business leaders. AI & ML, mathematics through Calculus 3, Python, and CS essentials.
Learn moreBespoke workshops for leadership and technical teams. From AI fundamentals to responsible deployment — designed for how people actually think and learn.
Learn moreAI product strategy, product auditing, and independent expert review. I help organizations understand what their AI actually does — and what it doesn't.
Learn moreI write about AI at the intersection of technology, ethics, society, and education. Rigorous research, personal voice, no hype.
Read my workBased in New York. Available for instruction, consulting, speaking, and curriculum design — worldwide.
Get in touchWhen AI models train recursively on their own output, something irreversible happens. Edges erode. The unusual disappears first. What survives is the average — a blob that looks like everything and nothing at once. A meditation on MNIST, model collapse, and what it means for human creativity.
Read on Medium"The model has lost the signal and kept the certainty. That is worse."
"The technical canon of the modern AI moment was authored almost entirely by men."
Seven charts on women's share of AI authorship, pipeline representation, and who actually uses AI companion apps — and why the numbers are more uncomfortable than anyone wants to admit.
Read the studyOpera production manager. Art gallery director. Data Scientist. AI curriculum architect. Each chapter added a different kind of intelligence — systems thinking, aesthetic judgment, quantitative rigor, pedagogical design. Together they make for a teacher and consultant who can do something rare: understand AI technically, think about it philosophically, and explain it to anyone.
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