1/ ASSAY: a reasoning harness.
One rule enforced in code: no action without a committed prediction, and every prediction graded. arcprize ARC AGI 3 public set: 24/25 games, 177/183 levels, RHAE 96.54 (Opus 5, n=1). The score is not the story but how it's achieved.
Senior Director of AI Research in NVIDIA
"These days, one person who truly knows AI can outperform an entire startup team." I've watched hundreds of AI talks, this 60-minute video is the one I wish I had seen a year ago. The youngest Professor in Caltech just told you where
Understanding programming may prevent you from using AI: DHH’s 13-month turnaround
David Heinemeier Hansson said that he has been working with computers for about 40 years and has been writing programs by hand for about 25 years. By 2026, he admitted in front of Lex Fridman that this experience once made him suffer. "For a while, I actually felt that I knew too much programming and it became a burden." DHH said that he would instruct the AI…
Claude Opus 5 is crazy for web design
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