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Amp announced that The Librarian is now approximately 3 times faster and 43% cheaper while maintaining the same quality. The update uses GPT-5.5 with websocket mode and an updated system prompt, enabling more parallel tool calls and fewer turns per search.
From the source
The Librarian is now ~3x faster and 43% cheaper, with the same quality.
ampcode.com