AI doesn’t “know” things.

📰 Medium · LLM

Discover how LLMs work using probability and hallucination, and what it means for your understanding of AI capabilities

intermediate Published 2 Jun 2026
Action Steps
  1. Read about the differences between human knowledge and LLM probability-based outputs
  2. Understand how LLMs use hallucination to generate text
  3. Analyze the implications of LLM limitations on AI system design
  4. Apply this knowledge to improve AI model interpretation and evaluation
  5. Test LLMs with various inputs to observe their probability-based outputs
Who Needs to Know This

Data scientists, AI engineers, and product managers can benefit from understanding the limitations of LLMs to design more effective AI systems

Key Insight

💡 LLMs generate text based on probability, not knowledge, which has significant implications for AI system design and interpretation

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🤖 LLMs don't 'know' things, they predict probabilities! 📊

Full Article

How LLMs actually work — probability, hallucination, and what it means for you Continue reading on Medium »
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