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How I Forced LLMs to Stop Hallucinating in the Real World (An Open-Source Protocol)

We all know LLMs are brilliant at coding and writing. But if you ask an LLM to guide a foreigner through the physical world (e.g., navigating a Chinese airport, using an Alipay QR code, or surviving a Chinese ER), it generates "perfectly formatted garbage." Why? Because LLMs optimize for fluency, n…

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  1. 2026-11-14 07:50 · DEV Community — AI
    How I Forced LLMs to Stop Hallucinating in the Real World (An Open-Source Protocol)

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