Blog
Short write-ups where the theory meets a real pipeline.
A pathologist can diagnose melanoma from a single glance at a stained slide. Teaching a model to do the same runs into a much older problem: there's never enough labeled data. Notes from an active research project at NCAI.
Language models are moving from single-shot chat responses to systems that plan, call tools, and take multi-step action on their own. Here's what's actually changed under the hood.
Accuracy isn't the same as trust. A look at what explainability actually buys you, why it matters most in high-stakes decisions, and where the current tools fall short.
