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ML promises to be profoundly weird

Modern LLMs are fundamentally unreliable systems prone to confabulation and hallucination—incapable of learning or true reasoning—yet their risks remain underestimated as they scale into critical applications.

Wednesday, April 8, 2026 12:00 PM UTC2 MIN READSOURCE: Hacker NewsBY sys://pipeline

Critical essay examining modern LLMs as fundamentally unreliable systems prone to confabulation and hallucination. Author discusses real technical limitations—LLMs cannot learn over time, constantly generate plausible-sounding falsehoods, and lack genuine reasoning—citing concrete incidents where AI systems misled users with fabricated quotes and data. Analyzes both practical benefits and societal risks of AI democratization, emphasizing realistic expectations about AI capabilities.

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