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LLMs fail fluently: verification and traceability

11 Jun 2026

LLMs fail fluently: verification and traceability

ChatGPT lost it when I wanted to explain CPSC to an Italian friend. It started with correct translation and a sensible structure. Then, mid-sentence, it collapsed into multilingual noise: fragments of Russian, Hindi, Chinese, emoji, and strings that looked uncomfortably like internal system artefact

SME AI governance AI integration LLM reliability verification
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