Amp's Librarian is now 3x faster and 43% cheaper while maintaining the same answer quality, running on GPT-5.5 without reasoning and using websocket mode. It fires roughly 8 tool calls in parallel per turn instead of 3, completing searches in about 5 turns rather than 15. The speedup comes equally from OpenAI's websocket mode and GPT-5.5's efficiency gains.