Building a Local LLM Prediction Bot: Why I Started with Ollama and Switched to MLX

Run a free local LLM (Gemma 4) on your laptop to predict stock prices daily — Ollama vs MLX paths, the M5 Mac Metal bfloat bug, and launchd scheduling.