Each lesson teaches one idea, grounded in the wiki's corpus of 600-plus annotated talks and every claim traceable to its source. Some stand alone. Others are stops on a guided path — a sequence meant to be walked in order, each lesson building on the one before. A path is the teaching counterpart to a theme: where a theme is a reference map you consult, a path is the tour you are led through.
The Road to AGI
A five-lesson arc on the central argument in AI: does scaling — bigger models, more data, more compute — carry all the way to general intelligence, or is something missing that scale cannot supply? Start at the beginning; each lesson assumes the last. Its reference companion is the Road to AGI theme.
- The Bitter Lesson Why general methods that ride raw compute keep beating clever, hand-built knowledge.
- Scaling Laws The empirical rule that turned 'bigger is better' from a hunch into a plan you can bank on.
- Verifiability Why AI surges wherever an answer can be automatically checked — and stays jagged where it can't.
- The Generalisation Gap The strongest objection: why a model can ace a hard exam yet fail what a five-year-old does easily.
- Is Scaling Enough? The resolution — separating the settled question (does scaling work) from the open one (does it suffice).
Finding Product-Market Fit
A five-lesson arc on the founder's hardest search: not how to plan product-market fit, but how to recognise, locate, understand, measure and finally qualify it. The stops run in the order a newcomer must learn them — define the state, find real ground to stand on, understand where demand comes from, turn fit into a number, then test whether that number is enough. Its reference companion is the Finding Product-Market Fit theme.
- What Product-Market Fit Actually Is Why fit is a state you discover — users who return, tell others and resist leaving — not a milestone you plan for.
- Don't Start in a Tarpit You can't find fit in the wrong territory — the ideas that lure founders with easy validation, and the inflections worth riding instead.
- The Struggling Moment Demand comes from a customer's struggle, not your launch — the four forces that decide whether anyone switches.
- The Sean Ellis Score How to turn product-market fit from a feeling into a number — and the one question that measures it.
- Delta 4 Why a product can clear the survey and still not grow — the efficiency gap that makes fit irreversible.
Standalone lessons
Single explainers, each teaching one idea and complete on its own. No order to follow — read whichever one you came for.
- Bad Strategy Why a list of goals is not a strategy — and what diagnosis, hard choice and focus put in its place. Grounded in the What Strategy Is theme.
- Survival Is the Strategy Why an investor's edge is temperament, not brilliance — surviving long enough for compounding to work. Grounded in the What Makes a Great Investor theme.
- Resulting Why a good decision is not a good outcome — and how to judge the process, not the result. Grounded in the Deciding Under Uncertainty theme.
- The Reversal of Fortune Why geography is not economic destiny — the test that shows what makes nations rich is institutions, not latitude. Grounded in the What Makes Economies Grow theme.