Around 36th minute of this video there is a discussion related to the variance of linear regression coefficients

I am struggling to understand what is practically means as the least squares method will derive specific values of these parameters which could be treated as constants hence they would not ideally have a variance.

Could someone please elaborate on this. Have spent couple of hours searching various videos/webpages but none seem to provide the detail and dive directly into deriving the formula.