Sunday, September 13, 2026
ExploreSearch
Via News
Source trace. Via News points to the documents behind its reporting and shows what we drew from each — so you can check any claim. How we source
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…
Opening lines of the source · IEEE Spectrum · short snapshot — read the full document at the original

What we drew from this source

The claims Via News extracted from this document. We point to the source; we don't replace it.

  • 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

Cited in these Via News reports

What we know · the intelligence behind this page
Live from the substrate
What we're seeing
AI Capital Keeps Flowing as Enterprise Adoption and Government Contracts Validate the Bet
A late-August surge of nine-figure funding rounds (Socure, Stability AI, Generalist AI, Gatik, Regent Craft, Emerald AI, Owner) shows venture capital still pouring into AI infrastructure, identity/fintech, and autonomy, even as public-market sentiment stays jumpy — Palantir's stock fell 6% the same week it landed the Army's TITAN contract. UiPath's raised guidance and strong Q2 results, alongside efficiency breakthroughs like Multiverse Computing's model compression, point to real enterprise monetization catching up to the funding hype.
Our read on the data ›
Signals we're tracking
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.
Patterns we're watching ›
Where sources disagree
JPMorgan Chase & Co.
Both facts record the same attribute (net_income) for JPMorgan Chase & Co. in the identical fiscal period (Q1 2026) and observation date (2026-03-31), but report values that differ by approximately 1 billion times: $16,494,000,000 vs $16.49. These cannot both be true simultaneously. The discrepancy suggests either a unit mismatch (e.g., one is total net income, the other earnings per share mislabeled as net_income), a decimal point error, or data entry corruption. For the same entity, attribute, and time period, only one value can be correct.
We flag conflicts openly ›
Recently verified
✓ Checked against the original source
4,981
facts traced to their source — and we flag the ones that don't hold up.
101 entities tracked4,981 facts checked against source5,280 source documents archived
Query this data → isubstrate.com