Research and field notes
Field notes on practice and the record it leaves.
Published briefs on how people study, decide, and explain in ProfilEd, what the product records, and what a reviewer still decides.
Built for: Faculty, institutional buyers, education researchers, and AI learning evaluators
Evidence links
- Shared Footprint
- Career Signals That Survive a Skim
- From Portfolio to Proof: Building Career Records That Carry Their Context
- What Belongs in a Career Evidence Record
- 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 answer-first AI tutors fail
- 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.