AI Safety, Ethics & Governance

A duplicated immunoblot in a 2014 leukemia study wasn’t corrected until September 8, 2026—12 years later. What does that mean for AI systems trained on decades of scientific literature? The error was only caught because the original source films were archived. This isn’t just a research issue—it’s a foundational AI safety failure: trust without provenance is fragile. Today’s Nature correction shows that even peer-reviewed science can persist with flaws for years. For AI, that’s a red flag. When models ingest data with undetected errors, they amplify them. The lesson? Reproducibility isn’t a nice-to-have—it’s the bedrock of ethical AI. We need versioned, auditable data pipelines, not just access. This specific correction is from: https://www.nature.com/articles/s41586-026-11081-7?error=cookies_not_supported&code=dfc51838-9f6c-432e-a44f-6ebd9448131b. How do we build AI systems that self-correct like this paper did—after 12 years? View and join any or all of our communities — AI, quantum, and real estate: https://alex-companies.com/reports/linkedin-groups If there's an AI, quantum, or real estate community you'd like to see us convene, tell us — this portfolio grows by request. MIT, Nvidia, Google & IBM-Trained. Cross Domain-Expert: Quantum, AI, Ethics, Sovereignty, Intelligence, Philanthropy. Solepoint Planning. VUI AI Cloud Architect. AI Certifications Development. Quant/AI Instructor. Castor Venture Club Member. Associate Broker. George Arnold Alexander III, MPA Director, ALEX Companies Associate Broker, Alexander Tiffany Southwest, LLC dba ALEX.realestate, et.al. Texas License #574878-B · Broker License #565194-BB Broker, ALEX Real Estate · North Carolina License #367733 Independent Broker, ALEX Real Estate · Colorado License #II.100112456 [email protected] · +1 713.918.9951