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I keep mixing up velocity and acceleration. Where should I start?

Let's make the distinction concrete. If a car travels at the same speed in a straight line, what is changing?

Its position, but not its speed or direction.

Exactly. Velocity stays constant. Acceleration is the rate velocity changes.

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