How to Run Claude Code for Free with Ollama and Local Models

Anthropic’s Claude Code is a productivity beast, but its monthly subscription cost can be a major bottleneck for independent developers. Learn how to use Ollama’s new Anthropic API compatibility to run Claude Code for free using local, open-source models like Qwen3-Coder. I’ll walk you through the setup and the environment variables you need.

Fix the 17x Error: Multi-Agent Systems Scaling Guide

Learn how to avoid the “Bag of Agents” trap and scale Multi-Agent Systems effectively. Based on DeepMind’s research, discover why coordination structure matters more than agent quantity and how to suppress 17x error amplification using functional planes and a centralized orchestrator for robust, performant agentic AI.