Local & Open-Weight Models
Deployment-focused content for open-weight models — running Gemma, Qwen, etc. locally, on phones, laptops, edge devices. Setup guides, hardware requirements, deployment patterns. Single-model reviews and explainers go under AI Model Reviews & Comparisons instead.
How to Run Local AI Models with Claude Code to Cut Costs by 10x
Offloading embeddings, transcription, and classification to local open-source models can reduce your AI agent costs from hundreds to just a few dollars a month.
GLM 5.1: The Open-Source Model That Matches GPT and Claude on Coding
GLM 5.1 is a 754B open-weight model from ZAI that rivals GPT-5.4 and Claude Opus on coding benchmarks. Here's what it means for developers building with AI.
Install and Use Google AI Edge Gallery: A Hands-On Walkthrough
How to install Google AI Edge Gallery on iPhone, download Gemma models, and run a local LLM offline — plus where it fits in Google's wider AI Edge SDK.
Google AI Edge Gallery: A Primer on On-Device AI on iPhone
On-device AI explained: how Google AI Edge Gallery runs Gemma models locally on iPhone for private, offline speech-to-text and chat without server roundtrips.
What Is GLM 5.1? The Open-Source Model That Matches GPT-5.4 on Coding
GLM 5.1 from ZAI is a 754B open-weight model under MIT license that rivals closed frontier models on SWE-bench. Here's what it can do.
What Is the Gemma 4 Vision Agent? How to Build Object Detection Pipelines With Local Models
Combine Gemma 4 with Falcon Perception to build a local vision agent that counts objects, segments images, and reasons about visual scenes without cloud APIs.
Gemma 4 E2B vs E4B: The Edge Models That Run Audio and Vision on Your Phone
Gemma 4's E2B and E4B edge models support native audio, vision, and function calling at 2–4 billion parameters. Here's how to use them for on-device AI.
What Is the Gemma 4 Apache 2.0 License? Why It Changes Everything for Commercial AI Deployment
Gemma 4 ships under a true Apache 2.0 license—no custom restrictions, no compete clauses. Here's why that matters more than the model's benchmark scores.
What Is Gemma 4? Google's First Apache 2.0 Multimodal Model With Audio, Vision, and Function Calling
Gemma 4 is Google's open-weight model family with Apache 2.0 licensing, native audio and vision, built-in function calling, and 128K–256K context windows.
What Is Qwen 3.6 Plus? Alibaba's 1M Token Agentic Coding Model With Real-World Agent Design
Qwen 3.6 Plus is Alibaba's frontier-level model built for real-world agents with a 1M token context window, multimodal vision, and strong coding benchmarks.
What Is the Gemma 4 Vision Agent? How to Combine a VLM With Image Segmentation
Combining Gemma 4 with Falcon Perception creates an agentic pipeline that counts objects, segments images, and reasons across modalities. Here's how it works.
What Is Gemma 4? Google's First Apache 2.0 Multimodal Reasoning Model
Gemma 4 ships under an Apache 2.0 license with native audio, vision, function calling, and reasoning. Here's what makes it a breakthrough for open-weight AI.
Gemma 4 E2B vs E4B: How to Run a Multimodal AI Model on Your Phone
Gemma 4's edge models support audio, vision, and function calling in under 4B parameters. Here's how to run them locally on Android and iOS devices.
How to Run Gemma 4 Locally on Your Phone or Laptop With the Google AI Edge Gallery
Google AI Edge Gallery lets you download and run Gemma 4 models locally on Android and iOS with no cloud connection. Here's how to set it up in minutes.
What Is Gemma 4? Google's Apache 2.0 Open-Weight Model With Native Audio and Vision
Gemma 4 ships under Apache 2.0 with native audio, vision, function calling, and thinking. Here's what makes it different from every previous Gemma release.
What Is Google Gemma 4? The Apache 2.0 Open-Weight Model With Native Audio and Vision
Gemma 4 is Google's first truly open-source model family under Apache 2.0. It runs on phones, supports audio and vision, and rivals closed-source models.
What Is Qwen 3.5 Omni? Alibaba's Multimodal Model That Builds Apps From Your Camera
Qwen 3.5 Omni handles text, image, audio, and video and can build a website from a camera description. Here's what it does and how to use it.
What Is Qwen 3.6 Plus? Alibaba's 1M Token Agentic Coding Model Explained
Qwen 3.6 Plus is Alibaba's frontier-level model built for real-world agents, agentic coding, and multimodal vision with a 1M token context window by default.
What Is Gemma 4's Apache 2.0 License? Why It Matters More Than the Model Itself
Gemma 4 ships under Apache 2.0—not a custom restricted license. Here's what that means for commercial use, fine-tuning, and building on top of Google's models.
How to Run Claude Code for Free Using Ollama and Open Router
Learn two ways to use Claude Code without paying for Anthropic tokens: run open-source models locally with Ollama or route through Open Router's free tier.
How to Run Gemma 4 Locally with Ollama: Step-by-Step Setup Guide
Learn how to download and run Google's Gemma 4 locally using Ollama, check VRAM requirements, and connect it to Claude Code for free.
How to Use Open Router Free Models With Claude Code to Cut AI Costs by 99%
Configure Claude Code to route through Open Router's free model tier instead of Anthropic's paid API. A step-by-step guide with the exact settings.json setup.
What Is the Qwen 3.5 Omni Model? Alibaba's Multimodal AI That Builds Apps From Your Camera
Qwen 3.5 Omni understands text, image, audio, and video—and can build a functional website from a camera description. Here's what it can do.
What Is Qwen 3.6 Plus? Alibaba's Agentic Coding Model With 1M Token Context
Qwen 3.6 Plus is Alibaba's frontier agentic coding model with a 1M token context window, multimodal reasoning, and computer use capabilities.