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News articleIEEE Spectrum

Xiangyi Cheng Is Bringing AR to Classrooms and Hospitals

View original at spectrum.ieee.org
IEEE Spectrum - Technical Title: Xiangyi Cheng Is Bringing AR to Classrooms and Hospitals Date: 2026-02-28 19:00 Source: https://spectrum.ieee.org/xiangyi-cheng-ar-classrooms-hospitals <img src="https://spectrum.ieee.org/media-library/xiangyi-cheng-pointing-at-a-robotic-arm-in-a-lab-setting-next-to-her-is-a-young-adult…
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  • Everyone's hand is different, so surgery should be personalized

    80% confidence

  • Students should focus on mathematics because it's the foundation behind everything in engineering

    80% confidence

  • The contrast between her parents' logical and literary careers helped her understand herself early and feel drawn to STEM

    80% confidence

  • IEEE is one of the few places that truly welcomes research across boundaries

    80% confidence

  • The first ICRA conference was a turning point that helped her realize she belonged in research

    80% confidence

  • The students who succeed don't give up easily

    80% confidence

  • The ICRA paper acceptance gave her confidence and showed she could contribute to the field

    80% confidence

  • AI is not always right and perfect, and students need to be able to judge whether answers are correct

    80% confidence

  • She wasn't thinking about a Ph.D. and wasn't sure research was for her when she arrived at Case Western

    80% confidence

  • AI can give you ideas, but it should never lead your thinking

    80% confidence

  • Witnessing student transformation from reserved first-years to confident seniors is why she teaches

    80% confidence

  • Her math teacher's approach emphasized reasoning over punishment

    80% confidence

  • We should use AI tools but never let them replace our judgment

    80% confidence

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What we're seeing
Q4 2026 Clinical Catalyst Season: Big-Pharma Data Flow, Regulatory Milestones, and a Thin AI-Drug Fringe
October 2026 conferences (EASD, IGCS, NACFC, HFSA) are producing a dense run of late-stage readouts from Novo Nordisk, Lilly, Roche, Bayer, Vertex and Galderma. Regulatory milestones are scheduled behind them: the ivonescimab BLA PDUFA date on 2026-11-14, FDA acceptance of Roche's vamikibart BLA, and Scholar Rock's EMA resubmission. The AI-and-finance angle is peripheral. It consists of the AI-designed drug Rentosertib and QAIAx, a speculative microcap whose trial claims (the QIII pilot, anticipated 2027-01-01, and a patent update) are forecasts and filings rather than data, so they warrant skepticism.
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EPKINLY Regulatory-Clinical Success Cascade
High probability of expanded label indications, additional combination approvals, and competitive positioning strength in follicular lymphoma market. Predicts positive commercial uptake and potential accelerated review for related indications.
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ING Group
Both facts record the same metric (shares_outstanding) for ING Group at the identical observation date (2025-12-31). FACT A states 2,902,437,688 shares; FACT B states 2,902 million shares (2,902,000,000). The difference is 437,688 shares (~0.015%). This is a genuine value conflict, though the discrepancy appears to result from FACT B rounding to the nearest million while FACT A provides the precise count.
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