Context Engineering (Agent Memory) for AI Agents Starts with Retrieval

AI agents face challenges in efficiently retrieving relevant information within limited context windows. Techniques like strategic retrieval and context management help agents find accurate data without overloading or including outdated info. LangChain's Deep Agents harness exemplifies applying these methods in tasks like competitive analysis.