Amp says its Librarian code-search subagent is about 3x faster and 43 percent cheaper after moving to GPT-5.5 without reasoning, websocket mode, and more parallel tool calls. The numbers are useful but still vendor-side, so the click is mainly for the benchmark shape and what they chose to measure.