Doing more reps until you're almost too tired to finish makes your muscles grow just as much with less overall work.
Evidence from Studies
Supporting (3)
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Effects of drop set resistance training on acute stress indicators and long-term muscle hypertrophy and strength.
This study found that doing just one tough set of lifts until you're almost too tired to continue grew muscles just as well — or even better — than doing three easier sets, meaning you can get the same results with less work.
Effects of Drop Sets on Skeletal Muscle Hypertrophy: A Systematic Review and Meta-analysis
This study found that lifting weights until you're almost too tired to continue, then making the weight lighter and doing it again, builds just as much muscle as doing a lot more reps the normal way—so you can get the same results with less work.
People who trained almost until they couldn't do another rep grew just as much muscle as those who stopped earlier, meaning they didn't need to do as many reps to get the same results.
Contradicting (3)
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Effect of resistance training to muscle failure vs non-failure on strength, hypertrophy and muscle architecture in trained individuals
The study found that going all the way to muscle failure didn’t make workouts more effective than stopping short, and it didn’t show you can do fewer reps and get the same results. So it doesn’t support the idea that almost failing makes your workout more efficient.
The study looked at older people lifting light weights and found that pushing to failure didn't help them build more muscle than just doing a set number of reps. This suggests that for this specific group, the claim isn't true, but it might not apply to everyone.
If you do the same number of total reps, stopping short of failure worked just as well—or even better—than going all the way to exhaustion.
Gold Standard Evidence Needed
According to GRADE and EBM methodology, here is what ideal scientific evidence would look like to definitively prove or disprove this specific claim, ordered from strongest to weakest evidence.