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Module 1

The AI Operating System

Understand the intelligence revolution from first principles

The AI Operating System animated lesson visual

Lessons

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1.1

What AI Really Is (And Isn't)

22 min

1.2

The AI Landscape Map

28 min

1.3

How LLMs Actually Work

35 min

1.4

Your Professional AI Stack

45 min

1.5

Context Windows & Memory

30 min

1.6

Hallucination & Verification

25 min

Expert Lens

Founder

Think like a founder: what user pain, distribution channel, pricing, and retention loop does this AI capability unlock?

Systems

Think like a first-principles systems builder: separate demos from durable products, and measure the bottleneck the model actually removes.

Infrastructure

Think like an AI infrastructure leader: account for data, latency, cost, reliability, evaluation, and deployment constraints before scaling.

Objectives

  • Understand what AI is and isn't at a fundamental level
  • Map the modern AI landscape with confidence
  • Install and configure your complete AI stack
  • Run your first meaningful AI interaction

Capstone

AI Capability Audit

Systematically evaluate 10 AI tools against 20 real tasks from your work. Produce a ranked comparison report with justified selections.

A personal AI toolkit manifesto with tool selections, use cases, and cost estimates.

Real Examples

  • Map ChatGPT, Claude, Gemini, Perplexity, NotebookLM, and local models to different jobs instead of treating them as interchangeable.
  • Audit a real business workflow and mark which steps need generation, retrieval, classification, automation, or human judgment.
  • Compare cloud model convenience with local/open-source model control for privacy-sensitive work.

Mastery Checks

  • Explain the core concept without buzzwords.
  • Build a small working artifact, not just a note or prompt.
  • Define an evaluation rubric and test against at least five edge cases.
  • Estimate operational cost, failure modes, and human review requirements.
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Resources

OpenAI Prompt Engineering GuideOpenAI

Use as the baseline for practical prompting, context design, and structured task instructions.

Anthropic Prompt EngineeringAnthropic

Compare prompting guidance across model families and learn how to evaluate behavior, not just single outputs.

Hugging Face CourseHugging Face

Use this for model, dataset, transformer, and open-source deployment fundamentals.