AI-generated source portrait (left) and six retro variations made with Photolaria using GPT Image 2.5. Top row: studio (1), glamour (5), disco (8). Bottom row: classic car (3), couple (9), street fashion (4). An oversized
Jensen Huang didn’t wait for a benchmark paper or a careful corporate statement. He posted on X. “GPT-6 Astra, trained on ~100K+ NVIDIA Grace Blackwell NVLink72. From ChatGPT to o1 to Astra in 4 years.
A CAD model can be geometrically perfect and still be impossible to make. That gap explains most embossing failures. Embossing adds stiffness and identifiability to sheet metal parts, but plenty of engineers design the feature
Vibe coding isn’t bad by itself. It’s risky when it’s used for the wrong job. The term describes building software by describing what you want in plain English and accepting the AI’s output largely on
“Which car do I actually need for the next five years?” Most people stall on that question before they’ve opened a single listing, and understandably so. There are more models, trims, powertrains, and financing structures