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Agentic AI systems use tool integration, memory, and reasoning loops to act on a user's behalf rather than just generating text. Anthropic's Model Context Protocol (MCP) standardizes tool connections, reaching 97 million monthly SDK downloads by March 2026. Memory is now a separate architectural component using vector databases and context engineering.
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