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Initial LangGraph Architecture Design
Linked challenge: Graph-Based Legal Aid
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Design a LangGraph architecture for a legal aid chatbot focused on probate. The system must address hallucination, enable self-correction, and integrate external legal databases. Detail the agent roles, their states, and transitions, explicitly mentioning where Claude Opus 4.1 will be used and how A2A communication will facilitate verification and adaptive thinking budgets will control resource usage.