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Linear algebra · 01 · Arrows that add · 8 min

Vectors

A vector is one object with two faces: an arrow (with direction and length) and a list of numbers (its coordinates). Linear algebra begins the moment you can flip between the two without thinking.

Build the intuition

Arrow and list, same thing

The arrow “3 right, 2 up” and the list (3, 2) carry identical information. The arrow view gives intuition (direction! length!), the list view gives computation (just add the numbers). Physicists draw; computers list; you'll do both.

v=(3,2)\vec{v} = (3, 2)

Adding: tip to tail

Walk along vector a, then along vector b: your total journey is a + b. In lists, simply add matching slots: (3,2) + (−1,2) = (2,4). Displacements, forces, and velocities genuinely combine this way — the math copies reality.

Scaling: same direction, new length

2v is v doubled in length, same heading; −v is v reversed. Scaling and adding are the only two moves in linear algebra — everything else in the subject is these two moves, composed cleverly. (That austerity is why it scales to a million dimensions.)

2(3,2)=(6,4)2(3,2) = (6,4)

See it move

InteractiveVectors: arrows that add
2
1
-1
2
a = (2, 1) + b = (-1, 2) = (1, 3) — tip to tail. Dot product 0: the two are nearly perpendicular — they share almost nothing.

Steer two arrows and watch their sum complete the parallelogram. Tip-to-tail isn't a rule to learn — it's a walk to take.

A worked example

The river crossing

  1. Your kayak paddles 4 km/h north; the river flows 3 km/h east. What's your actual motion?

  2. Add the vectors:

    (0,4)+(3,0)=(3,4)(0, 4) + (3, 0) = (3, 4)
  3. Actual speed is the arrow's length:

    32+42=5 km/h\sqrt{3^2 + 4^2} = 5 \text{ km/h}
  4. You travel at 5 km/h, angled downstream — vector addition predicted your real path.

Out in the world

Words as arrows

Language AIs store each word as a vector with hundreds of slots. Directions become meaning: the famous demo king − man + woman lands near queen. Vector arithmetic on ideas — and it's the foundation of every modern chatbot.

Common confusion, cleared

A vector is a moving thing.

A vector is a quantity with direction and size — motion is one example. A force, a color (R,G,B), a survey response can all be vectors while sitting perfectly still.

Vectors live only in 2D or 3D.

A list of 500 numbers is a 500-dimensional vector, and the rules don't change. You can't picture it; the algebra doesn't care.

Recap

  • Vector = arrow = list of coordinates; switch views freely.
  • Add slot-by-slot (tip to tail); scale to stretch, shrink, or reverse.
  • Those two moves are the entire foundation of the subject.