That’s right it is not always Polaris.  Over a human lifetime Polaris will always be our north star, but in the year 14,000, it will be the bright star Vega.  This is due to the tilt of the Earth’s axis, which precesses like a spinning top, albeit much more slowly, over a 32,000 year period.