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Fabio@fabio.gmwTikTok

Doing 3 sets of 12 reps does NOT build muscle: ❌ If you drop the bar on rep 12 just …more

original sound — @fabio.gmw

what it claims

Doing '3 sets of 12' doesn't build muscle by itself — you have to push near failure (RIR 0-1) and progress load/reps, or the set is wasted.

mixed

The most recent and fine-grained meta-regression on this topic (Robinson, Pelland, Remmert, Refalo, Jukić, Steele & Zourdos, 2024, Sports Medicine) found that getting closer to…

noli's read

The most recent and fine-grained meta-regression on this topic (Robinson, Pelland, Remmert, Refalo, Jukić, Steele & Zourdos, 2024, Sports Medicine) found that getting closer to failure (lower RIR) correlates with greater hypertrophy, with a confidence interval that excludes zero — so the video's direction is backed by the latest data. But the 'otherwise it's useless' framing overstates it: other meta-analyses on the same question (Grgic, Schoenfeld, Orazem & Sabol, 2022, Journal of Sport and Health Science; Vieira et al., 2021) find no significant difference between sets taken to failure and sets stopped short of failure, for either hypertrophy or strength. The RIR dose-response signal is real but modest and contested depending on measurement method — a set stopped 2-3 reps short of failure is far from 'useless.' The progressive-overload part matches the already-established ACSM/Schoenfeld consensus. Verdict: mixed — the direction is right, the absolutism ('RIR 0-1 or nothing') overstates it.

the sources

  1. 1Schoenfeld BJ, Grgic J, Ogborn D, Krieger JW 2017
  2. 2Refalo MC, Helms ER, Trexler ET, Hamilton DL, Fyfe JJ 2022

Claimed by Fabio. Noli grades the claim, never the person.

Decoded by Noli · August 3, 2026 · the original post

What the graded evidence says

Evidence
B+
Effect
muscle hypertrophy and 1RM strength, low-load vs high-load resistance training — hypertrophy similar between low and high loads when sets taken to/near failure; 1RM strength significantly favors heavier loads
Measured on
healthy adults, trained and untrained

What’s uncertain

Light loads match heavy loads for size only when sets are taken close to failure; for pure maximal strength, heavier loads have the edge, and body-weight training eventually needs harder variations to keep progressing.

Fabio in the Register1 claims gradedSee their record →

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