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AI agentsInfrastructureLaunch

ScaleDown launches constrained decoding models for fast classify, extract, and summarize in agents

LangChain ·

LangChain card reading 'Building Long-Running Agents with ScaleDown and Deep Agents' on a dark navy background

ScaleDown's task-specific CDMs (Classify, Extract, Summarize, Compress) take up to 1M tokens of text or images and return constrained answers instead of free prose. LangChain shipped langchain-scaledown middleware and LangSmith gateway support; ScaleDown claims roughly 200x faster and far cheaper than frontier models on these narrow tasks.

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