Singularity Systems: Zero to Hero

karpathy's course was seminal. -> influenced stanford to go "line by line from scratch" -> gen z calls it "line by line from scratch" -> procedural epistemology: "best way to teach it to a computer". <add_minsky_quote>

the art of computer programming -> the art of multiprocessor programming elements of euclid -> elements of X -> elements of programming neural networks: zero to hero -> singularity systems: zero to hero

sicp bridges the entire semantic gap from scheme to register machine. like sicp, you create gpt2. and then you create the compilers for gpt2.

humanity has discovered the use of a new language: tensors. just like karpathy translated these papers into textbook form.... attention paper. growing neural networks. internet fossil fuel...now reasoners. continual learning is the next frontier. i want to do the same for pt2, triton, thunderkittens, cutile. -> programming is a mathematical discipline. you need models, which is mathema. -> it used to be just discrete. but now you need continuous.KKk