Elena Vargas
AI Learning Experience Designer at mentaport.xyz
Elena Vargas is a PhD candidate in Learning Sciences at Carnegie Mellon University, where she studies AI-mediated mentorship and knowledge transfer in professional organizations. Her research focuses on retrieval-augmented coaching systems and equitable access to expert guidance. Deep experience. Intellectual curiosity.
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Recent articles by Elena Vargas
- Online Course Quality: Require at Least 25% Human Review Before Scaling AI Lessons October 30, 2026
- Teacher AI survey 2026: verify Project Tomorrow figures first October 27, 2026
- New hire coaching 2026: Retrieval-Augmented Coaching cuts time-to-competency 24% vs mentor October 24, 2026
- How retrieval coaches route verifiable vs judgment requests: pilot the split October 21, 2026
- RAC vs human mentor: a verifiability split to test on your coaching queue October 18, 2026
- Retrieval-augmented coaching 2026: 8-week NSF RET cap cuts expert access for 340 mentees October 15, 2026
- How retrieval coaching changes competency mapping: 2026 L&D guide to measuring knowledge transfer vs static frameworks October 12, 2026
- Mager & Pipe's 1970 performance-analysis flowchart vs. manager intuition: which method correctly classified 1,200 L&D training requests in a 12-month audit — and what the misdiagnoses cost October 9, 2026