Curiosity
Ideas, research, and field notes
Thinking on AI, learning science, professional education, source-grounded systems, and the design of trustworthy knowledge tools.
AI in education
Beyond the Chatbot: A Learning Science Approach to Professional Education
Wrapping a language model in a chat interface is not a learning system. In professional education, where the stakes are licensure, competence, and public trust, the design has to start with how adults actually learn.
Systems design
What we mean by source-grounded AI
Source-grounded AI means every answer traces back to an approved document. No general web knowledge. No unverified claims. Here is why that matters.
Trust and safety
Human oversight is not optional
AI systems in regulated environments need human oversight by design, not as an afterthought. Here is how Curisolve approaches it.