Building Long-Running Agents with ScaleDown and Deep Agents

ScaleDown has integrated its constrained decoding models with LangChain and LangSmith to enable faster, cheaper context management for long-running AI agents. These specialized models perform tasks like summarization, compression, extraction, and classification more efficiently than general-purpose LLMs, handling up to 1 million tokens including multimodal inputs.