Everyone's talking about AI adoption. Almost nobody has the real numbers. Help us change that โ€” and get the full report ๐Ÿ‘‰ Engineers | Leaders

Executive / C-Suite

3 courses ยท ~8 hoursยท 1 certification available


phase 1 โ€” The technology your teams are using

Understand what transformers actually do โ€” enough to evaluate claims and ask hard questions.

[ ] Understanding Transformers [preview]

You don't need to write code, but you need to understand what transformers actually do โ€” enough to evaluate claims, ask hard questions, and not get sold snake oil.

2 sections ยท 4 lessons
  • [ ] Attention Mechanisms (3 lessons)
  • [ ] Embeddings (1 lesson)
[โ†’ start course]

phase 2 โ€” Real capabilities vs. marketing

Learn what those big context window numbers actually mean.

[ ] Context Engineering

The 'marketing vs. reality' section shows you what those big context window numbers actually mean. This is the course that prevents seven-figure mistakes.

8 sections ยท 25 lessons
  • [ ] Tokens and Inference (2 lessons)
  • [ ] The Real Size of Your Context Window (4 lessons)
  • [ ] Anatomy of the Messages Array (5 lessons)
  • [ ] Dynamic Allocation: Tool Calling (2 lessons)
  • [ ] The Ralph Wiggum Loop (3 lessons)
  • [ ] Sub-Agents: Managed Runtimes for AI (3 lessons)
  • [ ] Message Passing: The Erlang OTP of AI (3 lessons)
  • [ ] Context Management Strategies (3 lessons)

certification: Certified Context Engineer

[โ†’ start course]

phase 3 โ€” How AI features are built

Get the vocabulary to discuss AI features with your engineering team.

[ ] Understanding Tool Calling

Understanding tool calling gives you the vocabulary to discuss AI features with your engineering team โ€” and the knowledge to evaluate whether a vendor's architecture is sound.

4 sections ยท 10 lessons
  • [ ] Foundations (2 lessons)
  • [ ] How Models Decide (2 lessons)
  • [ ] Advanced Patterns (3 lessons)
  • [ ] Security and Production (3 lessons)
[โ†’ start course]

key terms

TransformerยทContext WindowยทContext EngineeringยทTool CallingยทAgentยทPrompt Injection