The path-neighborhood of a target in search-graph topology is not well-approximated by the similarity-neighborhood in feature space.
The stepping stones almost never resemble the final product.
Almost no prerequisite to any major invention was invented with that invention in mind.
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Consequence: ambitious objectives point away from their own stepping stones
Every stepping-stone example from Why Greatness Cannot Be Planned, where a prerequisite was invented/discovered without what it later enabled in mind
Technology
- Vacuum tubes — investigated by Edison for electricity, refined by Fleming (1904) to detect radio waves → became the foundation of the ENIAC computer decades later.
- Induction coil — a high-voltage trigger for early electrical experiments → became a core part of the internal combustion engine.
- Induction coil in the Crookes tube — electrical experiment apparatus → discovery of cathode rays (electrons) → discovery of X-rays.
- Internal combustion engine — built for three-wheeled automobiles, printing presses, water pumps, machine tools → the engine the Wright brothers needed for the airplane.
- Bicycle (Wright brothers’ day job) → conceptual stepping stone to the airplane (“planes are bicycles in the sky”).
- Magnetron / microwave tubes — built for radar → microwave oven, after Percy Spencer noticed a chocolate bar melt in his pocket (1946).
- ENIAC (1946, 30-ton, vacuum-tube computer) → eventually the desktop PC, 25+ years later.
- Lithium-ion laptop batteries — consumer-electronics commodity → bundled into the Tesla Roadster, the first mass-produced electric sports car.
- Space race tech → cochlear implants, memory foam, freeze-dried food, improved emergency blankets.
Digital / software
- Dwarf Fortress + Roller Coaster Tycoon + Infiniminer → Notch combined ideas from all three into Minecraft.
- YouTube — launched as a video dating site → pivoted into video sharing.
- Flickr — a side feature of a social online game (itself inspired by a virtual-pets game) → the photo-sharing service outshone its parent.
- Nintendo playing cards (since 1889) → toys (the “Ultra Hand” mechanical extending arm) → video games / Super Mario.
Culture / art
- Jazz, blues, gospel, country → rock and roll (no one was trying to invent it).
- Ragtime → jazz.
- Impressionism (Monet) → Expressionism (Matisse) → Surrealism (Dalí) — each movement was not the goal of the preceding one.
- Calligraphy class Steve Jobs dropped in on → the typography of the Macintosh / personal computers.
Science / mathematics
- Group theory — pure abstract algebra pursued for its own sake → applications in chemistry and physics.
- One-way functions & computational complexity — pure mathematics → public-key cryptography and secure online commerce.
- Newton’s falling apple (chance observation) → universal law of gravitation.
- Pasteur’s accidental observations → discovery of chiral molecules and the process for bacterial vaccines.
- Archimedes in the bath → law of hydrostatics.
- Marcelino de Sautuola’s hobbies (caving + studying ancient artifacts) → discovery of the Altamira prehistoric cave paintings (1879).
Natural evolution (exaptation)
- Bilateral symmetry in flatworms — useful in their own niche → essential stepping stone to human-level intelligence.
- Multicellularity — a way to make a living → precondition for every complex animal.
- Feathers in dinosaurs — evolved for temperature regulation → later exapted for flight in birds.
- Mineral-storage bones — a chemical reservoir → later repurposed as the skeletal frame.
- Grass — a new plant niche → enabled herbivores, which enabled carnivores, scavengers, and parasites (a whole ecosystem cascade).