Three-stage AI system that creates structured notes using the Noma method, auto-links them in your Obsidian vault via RAG, then challenges your arguments with an adversarial agent. Combats echo chambers by systematically opposing ideas using your own knowledge base. Built with LangGraph, ChromaDB, local Ollama. Telegram bot interface (later).