Profile Library
AI & Machine Learning Profiles
Profiles of AI researchers, machine learning builders, infrastructure leaders, and operators working near the edge of AI.
What These Profiles Cover
Key themes across the profiles.
How researchers turn uncertain technical work into shared concepts, experiments, and progress.
Where models become products, agents, interfaces, and repeatable work rather than demos.
The context, compute, evaluation, and tool layers that determine what AI systems can actually do.
How organizations decide what to delegate, what to keep human, and how to redesign work around the boundary.
The choices that make powerful systems trustworthy, legible, and accountable in practice.
Start Here
Make the AI frontier legible.
A working path through frontier research, AI products, infrastructure, adoption, and the choices that make powerful systems useful.
How to make difficult technical progress legible through clear models and careful explanation.
Data and context Lessons from Jerry LiuConnect models to the private data, tools, and workflows that make them useful.
AI strategy Lessons from Nate B. JonesTurn model progress into operating choices that matter to real organizations.
Agentic software Lessons from Michele CatastaMove from writing code to designing systems where human intent becomes machine execution.
High-stakes systems Lessons from Brendan McCordWhat AI strategy looks like when institutions, security, and operational consequences matter.
Popular entry point Lessons from Avital BalwitA high-signal path into AI adoption, learning systems, and the practical work of making frontier tools useful.
Complete Directory
Every profile in this category.
Durable Reading
Keep going beyond the profiles.
Research that turns the AI conversation into choices about work, systems, and scale.
Why adoption depends on managerial willingness to delegate work, not only on model capability.
Research Explainer AI Adoption Fails When Firms Cannot Map It to WorkWhy access to tools matters less than reorganizing work around them.
Industry Deep Dive Agentic Workflow AutomationThe systems required to move enterprise AI from advice into execution.