📑 The Laptop That Broke the Rules

Send us Fan Mail 📖 Read How one independent researcher fine-tuned an 8-billion-parameter AI on a 4GB gaming laptop — and uncovered a hidden bug the whole industry had missed. We make rigorous science accessible, accurate, and unforgettable. A laptop with 4GB of video memory just fine-tuned an 8-billion-parameter AI model — something conventional machine learning wisdom says is flatly impossible. In this episode, we trace independent researcher Alpamys Makazhan's journey through "Exact Layer S...