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An agent needs a memory system that persists throughout the workflow.

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# 4. Add the Logic (The Loop) workflow.add_conditional_edges( "agent", # If tool call requested -> go to tools, else -> END should_continue, {"tools": "tools", "end": END} ) workflow.add_edge("tools", "agent") # Loop back An agent needs a memory system that persists