procedure
The process for an AI agent to resolve ambiguity in a query like 'What was our Q4 revenue?' using a context graph involves: (1) The agent receives the ambiguous query; (2) The context graph identifies the organization’s fiscal calendar definition node; (3) The graph maps the term 'Q4' to the specific fiscal Q4 period (October through December), preventing the model from defaulting to the calendar Q4 and returning an incorrect value.

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