Adaptive hypertrophy training
DECISIONS · §1.0

Two decisions every lifter overthinks.

Calyber turns them into a calibrated training plan.

Which phase to run. How much volume to train. You set the objective, and the engine sets volume, progression, and recovery to match it. Every recommendation traces back to your own logged sets.

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ObjectiveRecomp
Engine output
Volume
Moderate
Progression
Conservative
Recovery sensitivity
Elevated
Source
Logged sets · Performance trend · Fatigue response

We can't tell you your goal. That part is yours.

The split

You set the direction. Calyber calibrates the plan.

You set the direction. Calyber handles the calibration. Here is the split, end to end.

01
You choose
BulkCutRecompMaintain
02
Calyber calibrates
Starting volumeProgression rateRecoveryDeload timing
03
From your data
Logged setsPerformance trendFatigueRecovery response
§1 · Choosing a phase

Bulk, cut, recomp, or maintain?

Most lifters pick a phase on feeling, then wonder why months pass without the result they wanted. Calyber does not choose for you. It makes the consequence of each choice explicit, then adapts the plan to the goal you set.

BulkGROWTH
Volume ceiling
Best when
You want muscle gain and accept some fat gain.
Main risk
Gaining too fast, building recovery debt.
What Calyber adjusts
Allows more progression and a higher volume ceiling, within what recovery supports.
CutDEFICIT
Recovery window
Best when
You want fat loss while keeping the muscle you have.
Main risk
Performance drops, a narrower recovery window.
What Calyber adjusts
Holds volume more conservatively and controls fatigue tighter.
RecompDUAL GOAL
Two targets
Best when
You want slow muscle gain and fat loss together.
Main risk
Expecting fast, visible change.
What Calyber adjusts
Moderate volume and slower progression. Rewards patience and consistency.
MaintainSTABILITY
Hold the line
Best when
You want to hold strength and muscle.
Main risk
Spinning your wheels without a clear target.
What Calyber adjusts
Stable volume, focused on preserving performance.

In this video

  • Why phase choice changes the whole prescription
  • Why Calyber does not choose your goal for you
  • How the engine adapts volume, progression, and recovery once you set the goal
See the calibration loop behind it
§2 · Choosing your volume

How many hard sets do you actually need?

Too few hard sets and you leave growth unclaimed. Too many and the session costs more recovery than it returns. The productive range moves with your experience, sleep, stress, and the week's accumulated fatigue.

How Calyber sets volume

  1. 1
    Start each muscle near its minimum effective volumeSTART
  2. 2
    Log your sessionsLOG
  3. 3
    Add a set when performance and recovery support itADD
  4. 4
    Hold when the response is unclearHOLD
  5. 5
    Reduce when fatigue outpaces adaptationREDUCE
  6. 6
    Deload when accumulation persistsDELOAD

You do not count sets or chase volume targets.

One week, one decision

Example decision
Muscle
Chest
Previous volume
14 sets / week
Performance down 2 sessionsFatigue highRecovery poor
Decision

Reduce pressing volume by 2 sets next week.

Volume -2

You do not count sets or chase volume targets.

In this video

  • Why more hard sets is not automatically better
  • How Calyber finds each muscle's productive range
  • When it adds, holds, reduces, or deloads
Boundaries

What Calyber can and cannot know.

Calyber adjusts from what it can measure. It does not pretend to see the rest of your life. Knowing the line is what keeps the prescription honest.

Can measure
  • Logged performance
  • Set completion
  • Reps in reserve
  • Soreness
  • Goal phase
Cannot measure directly
  • Sleep quality
  • Nutrition adherence
  • Daily stress
  • Life events

It infers recovery only from how your performance and fatigue signals move. It does not choose your goal, and does not promise one perfect volume number.

Training volume is a major driver of hypertrophy, but the right amount is individual and changes with the muscle, your experience, the phase, and your recovery. Calyber starts conservatively and adjusts from your logged response rather than assuming a fixed target.

Schoenfeld, B.J., Ogborn, D., Krieger, J.W. (2017). Dose-response relationship between weekly resistance training volume and increases in muscle mass: a systematic review and meta-analysis. J Sports Sci, 35(11), 1073-1082. doi:10.1080/02640414.2016.1210197

Schoenfeld, B.J. (2021). Science and Development of Muscle Hypertrophy (2nd ed.). Human Kinetics.

FAQ

Common questions.

Should I bulk, cut, recomp, or maintain?PHASE

It depends on your goal, body composition, timeline, and the tradeoffs you accept. Calyber does not choose for you. Once you pick the phase, it adjusts volume, progression, and recovery to match it.

How many hard sets per muscle do I need?VOLUME

There is no universal number. Calyber starts each muscle near its minimum effective volume, then adds, holds, or reduces sets based on your logged performance and fatigue.

What is minimum effective volume?VOLUME

It is the lowest weekly set count likely to produce progress for a muscle under your current conditions. Calyber treats it as a conservative starting point, not a fixed constant, then adjusts from your logged response.

Does Calyber choose my training goal?GOAL

No. You set the objective. Calyber calibrates the execution: starting volume, progression, recovery, and deload timing.

How does Calyber decide to add or remove sets?VOLUME

It reads your performance trend, set completion, and fatigue signals. It adds a set when adaptation holds, holds volume when the response is unclear, reduces when fatigue outpaces adaptation, and deloads when accumulation persists.

How does volume change during a cut?RECOVERY

A cut narrows the recovery window, so Calyber tends to hold volume more conservatively and control fatigue tighter. It does not force volume to a fixed low number; it adjusts from how your logged performance holds up.

Set the objective. The engine handles the execution.

By the end of your first block, Calyber has enough logged data to calibrate volume and progression to you.

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