Kostas Karolemeas

ALT AI features are easy to copy. Learning from real use is harder. A teal ribbon curves around a worn coral block.

ALT Customers can abandon your software before cancelling it. An empty teal office chair sits beside an open coral door and an aqua trail.

ALT Waiting for better AI delays the learning you need now. An open notebook rests on discarded sketches against dark teal.

ALT An AI watermark is not proof of who wrote the text. A teal rubber stamp casts a coral question-mark shadow on paper.

ALT Public X exchange: Cheng Lou recalls Jeff Dean discussing Google’s internal pre-ChatGPT chatbot; Tibo Sottiaux describes his work on LMChat. Personal recollections, not a company-confirmed history.

ALT AI can make work cheaper. It cannot abolish scarcity. A coral jug pours aqua water into a narrow teal funnel.

ALT Specialized AI must beat the cheap model you already use. A coral pencil and teal drawing compass trace the same arc.

ALT AI can solve the problem. Students still need to learn the mathematics. An open exercise book contains a pencil-drawn geometric construction beside a coral pencil.

ALT Better coding agents make engineering judgment more valuable. A pencil casts the shadow of a measuring caliper.

ALT LLMs inherit culture through language. An open book fans into cream, teal, and coral pages with faint landscapes, architecture, and botanical imagery.

ALT AI lock-in can start in procurement, not code. A teal wallet and coral shopping bag linked by an aqua ribbon.

ALT Three distinct claims: observed emotional language, causal evidence for functional emotion, and unknown subjective feeling. Evidence for one layer does not settle the next.