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Radiology scans on a monitor being analyzed by a medtech AI model

Why MedTech AI Needs More Than a Model

A medtech AI model can achieve high test accuracy by recognizing a scanner’s image characteristics instead of the anatomy or abnormality it was trained to identify. When images come from...
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Manufacturing production line with digital data connections linking products to a central record

Europe Is Asking for Product Data U.S. Manufacturers Can’t Find

Millie Summary:  The EU Digital Product Passport registry went live in July 2026, passports for certain batteries become mandatory in February 2027, and iron and steel, textiles, aluminum, tires, and...
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Data Ontology by MILL5

Data Ontology Is Becoming the Operating Language of the Enterprise

Millie Summary:  Data ontology gives enterprises a shared operating language for data. Enterprise data challenges are increasingly about context, not access. The strongest ontology programs start with business decisions, not...
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23x5 Is Not Longer Hours – It Is a New Operating Model for U.S. Equities

23×5 is Not Longer Hours – It is a New Operating Model for U.S. Equities

Millie Summary:  U.S. Equities are expected to move to 23×5 trading on December 6, 2026. Strategy: Exchange-led 23×5 trading (targeted for late 2026) globalizes access to U.S. equities. The firms...
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Venture capital portfolio technology strategy for AI, engineering capacity, and technology cost optimization

The Portfolio Experimentation Tax: Turning Repeated Technology Costs into Portfolio Leverage

Millie Summary:  Venture firms have become increasingly effective at creating portfolio leverage through talent, networks, customers, and operating expertise. Technology, however, is still largely managed company by company. Similar technology...
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AI system representing operational risk, governance, and reliability in production AI

The Operational Risk Behind AI Slop

Millie Summary:  AI slop is a warning sign that AI is scaling faster than an organization can manage it, allowing unreliable information to spread across systems and decisions.  Changes to...
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