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Geographic biases in LLMs persist even with retrieval-augmented generation, revealing that larger models don鈥檛 necessarily solve the problem.
Coordinated feedback across RAG components leads to a remarkable 12-15 percentage point improvement in performance, challenging the notion that isolated optimization suffices.
Real-world deployment of LLM-based agents reveals critical safety and reliability challenges that traditional benchmarks overlook.