What you learn
- Why capability doubling every few months is so easy to underestimate
- How exponential progress should change the way you plan and place bets
- The opportunities the curve opens: cybersecurity, validation, human verification, physical-to-digital
Summary
Everything in the previous courses sits on a moving floor. The capability of these models has been roughly doubling every several months, and that single fact breaks most people's planning, because human intuition is linear and the curve is not. This lesson is the strategic step back. It builds a feel for the exponential, shows why "good enough for now" plans go wrong, and maps where the durable opportunities are - the new problems the curve itself creates faster than anyone can solve them.
What you will learn
You will learn why exponential progress is so easy to underestimate, how to plan for a capability that keeps doubling instead of a fixed target, and where the biggest market openings are: securing AI systems, validating and verifying AI output, proving a human is human, and converting physical reality into digital data. The aim is to position ahead of the curve rather than react to it.
Prerequisites
The 5 Levels of Autonomy lesson from Course 4 and a broad sense of the whole programme, since this lesson synthesises rather than introduces. No new tools. Bring your own current limitations in mind - the point is to ask which of them are permanent and which evaporate at the next doubling.
Tokens are the chunks of text AI models read and are billed in. Learn what a token is, why it matters for cost, and how it differs from a password token.
An API is a way for two programs to talk to each other. Learn what an API is, how it works, and why it matters for building with AI.
The problem
People make two opposite mistakes about AI progress, and both come from feeling the curve as a straight line. The pessimist sees today's flaws - it hallucinates, it cannot do X - and concludes the whole thing is overhyped, not realising those flaws are temporary. The optimist assumes a capability is already here when it is two doublings away, and builds on sand. Linear intuition makes you wrong in both directions. Reasoning about exponentials correctly is a skill, and it changes which bets look sane.
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