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Make up for lost time
Context Matters
Used when urgency is required to recover time that was lost due to earlier delays or setbacks. 
Expression of Regret
Can imply regret for not being efficient earlier and the determination to be more productive now. 
Not Literally
The phrase isn't about turning back time, but about intensifying efforts now. 