
Tim builds a retrieval-augmented Q&A bot over a markdown handbook using only Python, numpy, Ollama, Nomic embeddings and Qwen3 4B, all running free on his own laptop.
1 real Qwen3 use cases from YouTube tutorials, each with a copy-ready prompt and the original video.
1 use cases · updated hourly