Most AI research never leaves the paper it was written on. We pick problems where a working result changes something for someone, and we measure ourselves on whether it does.
We organize around three programs: free K–12 teaching materials, public tools for AI ethics and verification, and academic research in chemistry, chemical engineering, and agent systems. They share one test. Something has to be usable by a person who was not involved in making it.
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Education
Print-first worksheets, exercise sets, and teaching guidelines designed for classrooms that may not have specialist staff or spare prep time.
Explore education
AI ethics
AI systems produce references that look correct and are not. CiteCheck makes verifying citations and sourced claims fast enough that people actually do it.
Explore AI ethics
Science
Undergraduate and graduate research spanning chemistry, chemical engineering, and multi-agent AI systems applied to scientific work.
Explore researchResearch that only other researchers can read cannot inform the decisions being made about this technology.
Free, openly licensed classroom materials that schools, tutors, and parents can copy, translate, and adapt without asking permission.
Practical tools for verification and responsible AI use, aimed at students, journalists, clinicians, and librarians, not only specialists.
Chemistry, chemical engineering, and agent systems at the undergraduate and graduate level, published openly and explained plainly.
Leads marketing, partnerships, and business operations, connecting our programs with the schools and communities that use them.
Engineer and research lead across AI and chemistry, directing the technical work behind our research and education tools.
Former President of CheAI Research Inc. and former Principal of Au Lac Institute, now advising on education and organizational strategy.
