Gemma 4's MTP Drafter, Explained: Speculative Decoding and a 4-Bit Drafter at 60% of the Size
This article provides a step by step introduction to speculative decoding with Gemma 4's multi-token prediction (MTP) drafter, served by llama.cpp o…
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[Перевод] Маршрутизация моделей кажется простой задачей. Но только до продакшна
Маршрутизация языковых моделей кажется достаточно тривиальной задачей: простые запросы уходят дешевым моделям, сложные — дорогим. Еще можно вы…
16 Redesigning my Portfolio Website
Published on Aug 18, 2025 A New Era of AI-Powered Coding Begins I have installed Cursor on my laptop this weekend, and I am amazed at how much it sp…
How I improved my fact-checker from F1 0.655 0.813 — what actually changed
I built a multilingual fact-checker using XLM-RoBERTa fine-tuned on the FEVER dataset. The first version hit F1 0.655. Not bad, but it kept misfirin…
How I Hosted a Production AI App for $10/Year — HuggingFace Spaces + Cloudflare Worker
The Problem Everyone Gets Wrong Every "deploy your AI app" tutorial sends you to Railway, Render, or Vercel. Railway gives you 512MB RAM — not enoug…