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AI Economist Agent: An Agentic Framework for Model-Grounded Economic Analysis with RAG, Knowledge Graphs, and Large Language Models

Teaching AI to explain economics using real data and tested theories

Researchers built an AI economist that generates economic reports and analyses by anchoring its claims to actual data and economic theory, rather than just producing plausible-sounding narratives. When tested on inflation forecasts and bank stress scenarios, the system produced more coherent and traceable explanations than language models working alone.

Economic analysis shapes real decisions—from Federal Reserve policy to bank lending rules—so explanations need to be trustworthy and defensible, not just fluent. This framework makes AI-generated economic reasoning transparent and checkable against actual models and evidence, reducing the risk of confident-sounding but unfounded claims influencing financial decisions.