Research, methodology, and field notes
ProfilEd Insights
A public library of methodology notes, research briefs, field notes, and industry analysis about AI simulation, observed reasoning, curriculum evidence, and case practice.
Built for: Faculty, institutional buyers, education researchers, and AI learning evaluators
Evidence links
- Shared Footprint
- Career Signals That Survive a Skim
- The End of Self-Reported Skills
- The Architecture of Awakening: A Year of Learning How Humans Learn Alongside AI
- The Knowledge Gap
- The Socratic Machine: Why AI Tutors Fail, and the Math Needed to Fix Them
- The Dopamine Bridge: Why We Chase Virtual Tokens and How It Changes How We Learn
- Methodology
- Observed Reasoning
Claim boundaries
- Insights content is designed to explain product methodology and use cases; institution-specific claims should be evaluated through pilots and local evidence.
- Articles should not be interpreted as legal, admissions, clinical, hiring, or regulated professional advice.