A short, randomized knowledge check covering everything from the training: AI fundamentals, cloud vs. local models, OpenCode & Claude Code, Ollama, data lakes & signal mining, Hermes, n8n, FastAPI, Obsidian, process mapping, and LM Studio. Questions and answer order are reshuffled every attempt.