The controversy in one sentence
There is an old dogma in the weight room: if the last repetition did not grind to a halt on its own, you left muscle on the table. Taking every set to momentary muscular failure, the point where the weight simply will not go up anymore, became synonymous with real effort. On the other side, a wave of studies from 2022 to 2025 suggests something uncomfortable for those raised in that culture: stopping a little earlier, leaving reps in reserve (RIR, from reps in reserve), delivers practically the same result with much less wear. Who is right?
The "go to failure" side
The argument is intuitive and has partial physiological support. Failure guarantees you recruited the highest-threshold motor units, the fibers most associated with growth, and removes the doubt about "did I go too light?". A set taken to the limit leaves no room for self-deception when estimating effort.
And the evidence is not zero. A systematic review with meta-analysis found an advantage in favor of training to failure for hypertrophy. The problem, as you will see, is the size of that advantage.
The "leave reps in reserve" side
Here lies the turn. If failure's advantage is trivial for muscle size, its cost is not: going to the limit on every set generates much more fatigue, requires more recovery time and increases the risk of technical failure, when form breaks before the muscle does. That reduces how much quality volume you can accumulate over the week, and weekly volume is one of the most robust drivers of hypertrophy.
The most elegant test came from a study with a within-subject design, in which each person trained one leg to failure and the other stopping with 1 to 2 repetitions in reserve. After eight weeks, the two legs grew practically the same.
What the best evidence says
The most complete reading to date came from a series of meta-regressions that, instead of treating the subject as a switch (failure yes or no), modeled proximity to failure as a continuum, repetition by repetition in reserve. And the result separated two outcomes that gym culture tends to mix up.
- For hypertrophy: the closer to failure, a little more growth. The advantage exists, but it is modest.
- For strength: proximity to failure practically changes nothing. Leaving repetitions in reserve ties with going to failure, and the clean technique that remains tends to help.
Translating to the bar: if your goal is strength, there is no reason to chase failure, and there are good reasons to avoid it (recovery, technical consistency, joint longevity). If the goal is size, training close to failure on most sets captures nearly all the benefit. Total failure becomes an occasional tool, useful on the last set of a simple, safe exercise, not a tax collected on every repetition.
It is worth noting who was already operating this way long before the headlines. RPE-based autoregulation systems used by elite lifters, such as Mike Tuchscherer's, anchor each set precisely on repetitions in reserve and avoid failure by default, because what you gain by going to the limit does not compensate for how much less recovered you are for the next session.
The honest verdict
Failure is not forbidden or useless. It is an expensive tool. The current evidence points to a middle path that "no pain no gain" culture never offered: work close to failure, not always at it. For most trained people, stopping with 1 to 3 repetitions in reserve preserves technical quality, allows more volume over the week and delivers comparable growth, without the recovery hole that constant failure opens.