samperalabs.
A working lab on LLM orchestration and context management systems. Run by Bernat Sampera. Notes from putting AI into production software.
Learn to build AI agents with the MCP protocol. This tutorial provides a complete Python example of setting up a tool server and using a local Ollama model to perform structured function calls. A practical introduction to MCP for real-world AI applications.
Learn how to wrap Ollama models with a CPU temperature check in Python. This tutorial shows you how to prevent overheating by pausing execution when system temperatures exceed safe limits.
A practical guide to building a chatbot with human review capabilities. Learn how to combine AI chat with human oversight using React, FastAPI, and Gemini LLM. Perfect for developers looking to create more reliable AI chat applications that benefit from human expertise