@github.signals: Coachwhip: 80 Billion Parameters on a 16 Gigabyte Mac Coachwhip fits an eighty-billion parameter coding model onto a sixteen gigabyte Mac by streaming parts of the brain from the hard drive while the GPU works. It runs fully offline at about thirteen tokens per second, meaning your code never leaves your machine. The system keeps a small set of experts in memory and guesses the next ones it needs while the current layer computes. It acts as a local server that tools like Aider can call, giving you a powerful assistant without cloud dependence. If you value privacy and need a capable coder, this is how to run a massive model on standard laptop hardware without sacrificing speed. Open source: https://github.com/1picassoai/coachwhip #OfflineAI #AICoding #MacUsers