Emil Ohligs

Two generations ago an analyst catalogued figures by hand. What moved to the machine each time, and where responsibility went instead.

GPT-4-class capability fell from 20 dollars per million tokens to about 40 cents, and invoices went up anyway. Inference is the part that runs daily.

Google researchers asked 53 practitioners about their data. Ninety-two percent had watched a data problem surface much later in a live system.

Credit scoring is named as high-risk in the AI Act itself. What the law demands of a lender, and which rulebooks apply at the same time.

Self-attention weighs every token at once, a convolution slides across pixels. Why one system writes a summary and another spots a tumor.

One prompt cannot be creative, skeptical and precise at once. Splitting the work across defined agents is a process decision, not a tooling one.