Running AI Locally: Ollama, OpenClaw, Pi Agent and the real trade-off between saving cost and getting reliable output

A detailed note on why I tested local AI tools on my own system, what I managed to run, where the setup felt promising, and why current local AI still does not fully match the speed, polish, and dependability of cloud models for serious day-to-day use.