AI learn

LLM foundations

A clean learning page should explain what the model is doing, what it is not doing, and where people usually over-attribute “understanding.”

Start with the right frame

Large language models are very good at pattern completion over language. That matters because it explains both the magic and the limits. They can look deeply informed while still being dependent on context, probability, and the structure of the prompt.

Useful basics

  • Context window
  • Grounding
  • Prompt structure
  • Temperature and consistency

Mistakes to avoid

  • Treating fluency as truth
  • Ignoring retrieval quality
  • Assuming confidence means certainty
  • Designing with no evaluation plan

AI sample learning page using the floating sticky nav pattern.