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AT&T's finance organization built agentic AI workflows with LangGraph to automate manual journal entry preparation under SOX controls. The architecture separates repeatable preparation from human judgment through finance-owned playbooks, node-level audit evidence, and explicit approval boundaries. The system must show data used, decision logic, exceptions, and who approved.
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