Ornith 9B gave my 16GB laptop near-35B answers, and it reads images too

Ornith 9B, however, turned out to be different. That training philosophy, not raw parameter count, is the real reason why this 9B model punches above its weight class. In full bf16 precision, Ornith 9B needs about 19BGB of memory, which is why DeepReinforce recommends an 80GB GPU for unquantized serving. Yes, the Ornith 9B can read images, but it comes with an asterisk. If you're following along at home, pull the vision-tagged variant from its actual namespace, not the first Ornith 9B quant you find.