The orange line is continuous, but corresponds to the union of several lines.
What I would like to do is to join the lines into a single line until it collides with a green point as shown in the picture.
Is it possible with any QGIS tool?
Dissolve
your lines, then run multi- to single-part
in order to separate each continuous line from the others, then split lines by points
using the green points.