Hit the ground running
sə mɛtʁ o tʁavaj sɑ̃ taʁde
In French Se mettre au travail sans tarder
This phrase is a common way to express the idea of getting started quickly and efficiently.
Example
"Il s'est mis au travail sans tarder dès son premier jour."