A collection of 30 posts
DeepSeek V4 is officially released. This article covers the real architecture (CSA+HCA, mHC, Muon), verified benchmarks for V4-Pro and V4-Flash, correct model specs, and exact API pricing to start using DeepSeek V4 today.
A hardware-first comparison of Gemma 4 and Llama 4 for local deployment in 2026. Includes full VRAM tables, benchmark data, licensing analysis, and a use-case decision matrix to help you pick the right model for your machine.
Google Gemma 4 is here — Apache 2.0 licensed, #3 globally on Arena AI, and running locally in minutes. This review covers every variant, real benchmark numbers, and step-by-step local setup.
Developers searching for Gemma 4N won't find a named model. Here's what replaced it, how Per-Layer Embeddings carry forward from Gemma 3N into Gemma 4's E-variants, and which model to run on your hardware.
Welcome to your comprehensive resource on free, open-source Model Context Protocol (MCP) servers in 2025. In this guide, we explore everything from the fundamentals of MCP architecture to detailed reviews of the top servers available today. Whether you’re an enterprise developer, academic researcher, or tech enthusiast, this article provides