Context Engineering with Deep Agents: How To Remember Without Keeping Everything In Context
Deep Agents uses five techniques—offloading, summarization, skills, subagents, and long-term memory—to move context out of the active window, preventing 'context rot' and allowing the model to focus on the most relevant information for each task.