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

By PulseAugur Editorial · [1 sources] · 2026-11-14 07:50

A new open-source protocol called SSAP Card 00 aims to combat LLM hallucinations by forcing them to adhere to physical reality and constraints. Developed by GoChinaTrip, the protocol treats LLMs as constrained parsers rather than pure writers, requiring them to identify environmental factors, contradictions, and accessible communication channels before generating instructions. This approach has been tested in real-world scenarios, such as navigating Chinese airports and emergency rooms, to ensure AI-generated advice is physically feasible and avoids generating AI

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

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dev.to — LLM tag TIER_1 English(EN) · gochinatripapp · 2026-11-14 07:50

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

<p>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."</p> <p>Why? Because…