How LLMs Actually Work —
The Visual Guide
Understand AI in 5 minutes. No PhD required.
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WHAT YOU'LL LEARN
What's inside:
- How tokenization affects cost and performance
- Why embeddings power semantic search (and when it fails)
- The attention mechanism explained visually
- Temperature, sampling, and why outputs vary
WHAT YOU GET
📄 8-page visual PDF — Core concepts explained with diagrams
📝 10 prompt templates — Copy, paste, customize
💡 Real examples — From production systems, not textbooks
WHO IT'S FOR
- Product Managers working with AI teams
- Engineers building LLM-powered features
- Business leaders evaluating AI opportunities
- Anyone who uses ChatGPT and wants to know why it works
Want more?
The full guide includes 50+ prompts, interactive tools, working code you can run, and role-specific playbooks. Coming soon.
Built by Tyler Wolfe — Principal Robotics AI @ Amazon | Prev Framebridge, Teespring (YC) | 15 years in ML/AI/robotics
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