I Ran the Same Algorithm Ten Times. The Results Were All Over the Place.
Author(s): Devavrat Samak Originally published on Towards AI. Part 2 of 2. If you have not read Part 1, it covers the KV cache problem and how TurboQuant works. This part is about what happened when I actually tested it. Same algorithm. …
AI Meets Antiquity: Fine-Tuning Gemma-3 on Heritage Texts with Unsloth & Lightning AI
Author(s): Devavrat Samak Originally published on Towards AI. TL;DR: In this article, I share how I fine-tuned Google’s Gemma-3 on Peshwa-era Marathi texts using Unsloth and Lightning AI. You’ll learn about continual pretraining, low-cost LLM training workflows, and how this approach can …