Deep Agents comes with built-in context management
LangChain says filesystems, subagents and skills are already wired up to manage what information an AI agent gets and when.
TLDR
LangChain calls context engineering the biggest challenge for an agent harness, saying longer tasks make it harder to keep the context window from overloading. It says Deep Agents includes built-in tools for managing that context and links to a LangChain Academy course on building long-running agents. According to the course description, it also covers using LangSmith to observe, evaluate and improve complex agent workflows.
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