Reading up on Kaggle

After surviving Hurricane Ian and personal loss, the author taught themselves AI concepts, built data‑wave tools, and pursued challenges like OpenAI‑to‑Z and ARC‑2 to find new purpose.

Google's Gemma 4 12B model uses Multi-Token Prediction and a streamlined multimodal encoder to run efficiently on laptops with 16GB RAM, matching larger models.