The rep after ten
An imagined moment on the gym floor in Madhapur: you finish your tenth seated-row rep. A reel said the last rep should be a battle. You reckon you could do two more, so the set feels unfinished.
For healthy adults, muscle failure on every set isn't a requirement for getting stronger or building muscle. A challenging set can stop before the next rep becomes impossible. The useful question is how hard the set was—and how it fits your plan.
A hard set has more than one possible endpoint
Compare what ends the set, rather than how impressive it looks.
Stopping with reps in reserve
You finish while estimating that another good rep—or a few—would still be possible. The set can still be challenging.
Reaching momentary failure
You cannot complete another rep through the intended range with the prescribed technique. This endpoint is not required on every set.
Put a name to the stopping point
Reps in reserve, or RIR, describes how many more reps you estimate you could complete. If you finish ten and think two more good reps were possible, you are describing about 2 RIR. That is an estimate, not a measurement taken by the machine.
Back at the row, this gives you something more useful to discuss than whether the set looked dramatic: what made you stop?
Evidence: [2]
Look beyond the hardest set
ACSM's March 2026 guidance for healthy adults reports that reaching failure did not consistently improve training outcomes. That does not make effort optional, or mean every way of stopping produces identical results.
A small 2024 trial makes the trade-off easier to see. Eighteen experienced lifters trained their legs for eight weeks, with each leg assigned to failure or an estimated one or two reps short, depending on the exercise. Average quadriceps growth was similar, while the failure condition showed greater losses in lifting speed and repetitions during sessions.
This was a short study of trained adults doing leg press and leg extension. It cannot tell a beginner exactly where to stop on every exercise. It does show why the most exhausting set isn't automatically the most useful choice for the whole session.
Stopping short doesn't mean staying comfortable
There is an important boundary here. A 2024 exploratory research analysis linked training closer to failure with greater muscle growth, while the relationship with strength gains was less clear. The researchers estimated RIR from study descriptions, so the analysis cannot establish one perfect number of spare reps.
Those findings can sit together: getting reasonably close to your limit may matter for muscle-building, while reaching the absolute limit every time is not essential. Choosing a very easy weight and stopping early is not the same strategy as finishing a challenging set with a little left.
For a beginner, the next step is to agree the exercise, technique and effort with a coach—not turn “2 RIR” into another rule to chase. Do not perform an extra failed rep just to check your estimate.
Three notes to take into your next session
What did I do?
Record the exercise, resistance, reps and relevant equipment setting.
What did it feel like?
Note estimated spare reps and whether the agreed movement stayed controlled. Mark uncertainty.
What needs discussing?
Ask about the stopping point and what would justify changing the plan.
Give the next session a useful reference
Return to that imagined seated row. Instead of adding reps to satisfy a reel, you could note: “10 reps, about two left, movement stayed controlled.” Add the resistance and machine setting, so the note makes sense next time.
Suppose the next entry says “12 reps”, but you used less resistance or shortened the movement. The higher count alone cannot tell you that performance improved. That is why the details beside the number matter.
This is an illustrative training record, not a recommended weight, rep target or promise of growth. Mark uncertain estimates. Use comparable entries to discuss technique and planned difficulty with your coach; no single line proves progress.
Agree the boundary before the first rep
Before the next set, ask: “What should make me stop this exercise, and what should we record?” This keeps the decision connected to your starting point instead of someone else's hardest workout.
If you develop pain or feel unwell, stop rather than treating it as a test of effort. Seek appropriate advice before continuing. Feeling able to force another rep is not permission to ignore a problem.
At IMFIT Madhapur, strength and cardio membership includes trainer guidance on equipment and exercise technique. Fully personalised one-to-one coaching is a separate personal-training service. Bring your training note and the question about effort; discuss which support suits what you want to learn.
Evidence: [5]
Questions people ask
Does this make training to failure wrong?
No. Failure can be part of a deliberately chosen program. The evidence challenges making it compulsory on every set, rather than ruling it out for everyone. Exercise choice, goals and the rest of the session matter.
Can a beginner know their exact RIR?
Treat it as an estimate. The 2024 trial involved experienced lifters who were familiarised with the method; it does not validate a first-time estimate. Ask a coach to help interpret what you felt rather than testing an unsafe extra rep.
Evidence: [3]
Build your next step
Sources and further reading
- ACSM (17 March 2026): updated resistance-training guidance for healthy adults
- Refalo et al. (2023; online 2022): proximity to failure and muscle hypertrophy, systematic review
- Refalo et al. (2024): eight-week failure versus reps-in-reserve trial; full paper via AUT repository
- Robinson et al. (2024): estimated proximity to failure, strength and hypertrophy; publisher abstract
- NHS: How to warm up before exercising — general exercise safety advice
Sources checked 2026-10-11.
This article is for general information and does not replace professional medical advice. Consult a qualified healthcare professional for guidance suited to your needs.
Learn what a useful set feels like.
Planning a first visit to IMFIT Madhapur? Ask about equipment guidance, exercise technique and how to discuss effort. Bring your questions about reps in reserve and compare the coaching options.
Discuss your starting point
