This article details a coding implementation of ClawTeam, an open-source Agent Swarm Intelligence framework. It demonstrates how to orchestrate multi-agent systems using OpenAI function calling, focusing on a leader agent that decomposes tasks, specialized worker agents for execution, a shared task board with dependency resolution, and an inter-agent messaging system. The implementation is designed to run seamlessly in Colab, requiring only an OpenAI API key, and showcases key components like task management, agent communication, and team registry. The tutorial provides a practical example of building and running a multi-agent swarm.
How to run Gemma 3 effectively with our GGUFs on llama.cpp, Ollama, Open WebUI and how to fine-tune with Unsloth! This page details running Gemma 3 on various platforms, including phones, and fine-tuning it using Unsloth, addressing potential issues with float16 precision and providing optimal configuration settings.