Learning & Training Design

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Research · Learning & Training Design

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  1. Research

    You can't reliably detect AI-written code — the detectors aren't trustworthy enough to stand alone

    Don't hang a pass/fail — or an accusation — on an AI-code detector. Treat its output as a hint to look closer, never as the verdict.

    ccodelearner.com2026-07-11
  2. Research

    In 2026, the most AI-resistant way to check understanding is still a live human conversation

    No tool can tell you whether someone actually understands their work. In 2026, the reliable signal is still the oldest one: ask them to explain it, live.

    University of Toronto CTSI2026-07-11
  3. Research✓ verified

    Can you prove an AI agent actually did the work? What today's tools can and can't verify

    If your team accepts work an AI helped produce, this is the honest map of what's actually checkable in 2026 — and where a human still has to be the judge.

    AIU Research2026-07-11
  4. Research

    The tools that flag 'this looks AI-written' are biased against non-native English writers

    Automated 'is this AI?' signals don't just misfire — they misfire unevenly, penalizing people who write in a second language. That's a fairness problem, not just a noise problem.

    Patterns (Cell Press) — Liang et al. 20232026-07-11
  5. AI in Education✓ verified

    Google brings Gemini into Classroom + free ACT/GRE practice at ISTE 2026

    Adaptive, personalized learning is going free-and-mainstream from a platform giant — the competitive backdrop for any AI-tutoring product.

    Google2026-06-25
  6. AI in Education✓ verified

    Microsoft's 2026 AI-in-Education report: adoption is mainstream, support lags

    The gap between 'schools use AI' and 'schools use AI well' is exactly the gap a structured learning product is built to close.

    Microsoft2026-06-24
  7. AI in Education✓ verified

    Khanmigo scale + Sal Khan's candid "non-event" reflection

    The most-watched competitor's honest signal that scale does not equal impact — structure and motivation design matter more than model access. Exactly the gap AI Uni's structured-lesson model targets.

    Chalkbeat2026-04-09
  8. AI in Education✓ verified

    Khan + TED + ETS launch AI-focused college (Khan TED Institute)

    A direct competitive signal for AI Uni ("the college alternative for the AI economy") — a credentialed-degree entrant in applied-AI education.

    EdSource2026-04-01
  9. AI in Education✓ verified

    UK LearnLM classroom RCT — independent corroboration

    A second independent RCT with transfer-to-novel-problems as the outcome — the hard test — strengthening the evidence base beyond a single study or vendor.

    arXiv2025-12-01
  10. AI in Education✓ verified

    AI tutoring keeps beating active learning in RCTs

    The empirical floor under AI Uni's whole pedagogical thesis — structured AI tutoring over traditional pedagogy. Verify specific effect-size figures against the primary before re-quoting.

    Nature Scientific Reports2025-11-10