Progressive overload
Compare load, repetitions, optional RIR, personal records, and estimated strength across similar sessions.
Forma connects resistance-training performance, optional RIR, weekly sets by muscle, estimated recovery context, nutrition, steps, and bodyweight trends for self-directed hypertrophy training.
Product and evidence boundaries reviewed September 14, 2026
Compare load, repetitions, optional RIR, personal records, and estimated strength across similar sessions.
Review research-aligned working-set context across primary and supporting muscles.
Log optional RIR when the planned effort of a set matters to interpretation.
Organize recent exercise, work completed, effort, and performance history without a diagnostic claim.
Keep calories, protein, macros, meals, and Moroccan dishes beside the training record.
See daily activity and smoothed bodyweight changes in the same journal.
Capture sets, reps, load, technique notes, and optional RIR.
Check weekly sets without treating a population average as a personal law.
Look for repeatable progression, stability, or decline across sessions.
Adjust training according to your plan, goals, fatigue, and the complete context.
Forma publishes its signals’ purpose, broad inputs and outputs, research rationale, and limitations. Proprietary exercise-to-muscle mappings, contribution weights, equations, coefficients, thresholds, confidence logic, and recommendation rules are not published. This preserves the product model while making its claims auditable.
Useful context can include exercises, sets, repetitions, load, effort, comparable performance, weekly sets by muscle, recovery observations, nutrition, and bodyweight trends.
No. Forma presents weekly sets by muscle as an individualized monitoring signal. It does not claim that one universal set number is optimal for every muscle, lifter, or training phase.
No universal failure rule fits every set. Proximity to failure is one programming variable, and failure can increase acute fatigue and discomfort. Exercise, goal, phase, and the lifter all matter.
No. Forma can organize training and bodyweight trends, but it does not directly measure hypertrophy, tissue recovery, injury risk, or readiness.
The evidence behind volume tracking, multi-muscle contributions, individual response, and the protected model boundary.
What proximity-to-failure research supports, what remains uncertain, and why exact targets need context.
A practical framework for reviewing volume without turning one range into a universal prescription.
Transparent bodyweight arithmetic with the 1.6 g/kg research reference explained as a group-level estimate.
Forma is built for lifters who want training, nutrition, steps, bodyweight, recovery context, and private competition together.
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