I Built an Offline AI Career Advisor Using Gemma 4 — Here's Exactly How It Works

I Built an Offline AI Career Advisor Using Gemma 4 — Here's Exactly How It Works A technical walkthrough of GuidanceOS: from model loading to multi-agent orchestration, running entirely on a Kaggle T4 GPU with no internet at inference time. I teach Computer Science. Over the years, one thing I kept seeing was students who had decent skills but no idea what to do with them. They didn't know what jobs matched their profile, what courses to take next, or how to position themselves for a caree...