The 2026 AI landscape

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Updated June 2026 — Sora retirement and current pricing folded in.

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What happens when you type

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What happens when you type

If you've just finished Module 0, this page is sixty seconds of revision — skim it and crack on. If you came in this door fresh, here's the one mental model everything else hangs off.

When you type "Write me an email to a customer who's late paying" and the AI hands back something sensible, it isn't thinking like a person and it isn't looking up the one correct answer. During training it read an enormous pile of text and learned the patterns: after these words, these words tend to follow. Your reply gets built one piece at a time, each piece picked to fit the pattern. That's it — pattern matching for language, scaled up until it feels like magic. Everything else — "reasoning", Deep Research, thinking modes — is layers on top of that one trick.

Why that matters for you

  1. It's brilliant at language-shaped tasks — drafts, summaries, rewrites, explanations, ideas, code-shaped text.
  2. It can be confidently wrong — it predicts plausible text, not verified truth. Always sanity-check anything that matters (money, health, law, safety).
  3. Your prompt steers the pattern — vague in, vague out; specific in, useful out. (You'll practise exactly this later in the lesson.)
  4. The mode picker steers cost and depth — "fast" vs "thinking" is the same brand charging you different amounts of compute for harder work. More on that shortly.

A prompt isn't a Google search

You might think…What's closer to the truth
It looks up the right answerIt generates text that looks like an answer
Same question → same answer every timeA bit of built-in randomness can change the wording
It "knows" your businessIt only "knows" what's in the chat (until you wire in docs or tools later)
One subscription = one capabilityIn 2026 you're buying a menu — chat, research, images, agents — each with its own limits

Continue — next we map that menu across the big platforms.

Warning

Real power. Educational use only.

What we teach you to build is genuinely powerful — uncensored assistants, agents, and automations on your own hardware. In the wrong hands, that is as dangerous as malicious code in the wrong hands. We do not teach illegal, malicious, or harmful use. You are responsible for what you deploy.

See what we mean →