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@LangChain generate billions of tokens of agent traces a day, their richest signal on how real users react.
Judging every one with a frontier closed model like GPT-5.5 or Opus is too costly, so they fine-tuned a Qwen base model on Fireworks that matches it at up to 100x lower cost.
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