NORL
NORL
Definition: Next Optimal Rep/Load: the best current target for the next set.
Why it matters: It turns training software from a memory tool into a prescription tool.
Example: After a miss at 80 pounds for 9, the next target may be 75 for 10.
Related essays: The NORL Problem, Every Rep Is a Stimulus
Next Optimal Rep/Load
Next Optimal Rep/Load
Definition: The load and rep target Rep Loader should prescribe for the next set given current evidence.
Why it matters: It is where priorities, fatigue, exercise fit, and recent performance become an actionable target.
Example: Keep the same load, lower the rep target, or move to a lower-cost exercise.
Related essays: The NORL Problem, The Productive Dose
Stimulus Stream
Stimulus Stream
Definition: The ordered sequence of growth signals and recovery costs created by reps, sets, bouts, and weeks.
Why it matters: Rep Loader optimizes the ongoing stream, not a single heroic workout.
Example: A chest dose today is judged partly by what happens at the next chest exposure.
Related essays: Every Rep Is a Stimulus, The 48-Hour Dose
Split Stream
Split Stream
Definition: A priority-based training stream that distributes work around goals instead of a fixed weekly split.
Why it matters: It keeps the split downstream of the outcome the lifter wants.
Example: Chest and side delts may appear more often than maintenance muscles.
Related essays: A Split Is a Resource Allocation Plan, Equal Volume Only Makes Sense for Equal Goals
Productive Dose
Productive Dose
Definition: The amount and composition of work that creates useful stimulus at an acceptable cost.
Why it matters: It protects the next opportunity instead of maximizing fatigue today.
Example: Four clean sets that repeat well can beat eight sets that ruin the next exposure.
Related essays: The Productive Dose, The 48-Hour Dose
48-Hour Dose
48-Hour Dose
Definition: A priority-muscle cadence hypothesis that asks whether another productive dose may be useful around 48 hours later.
Why it matters: It reframes frequency as a dose-composition problem instead of a weekly-template argument.
Example: Chest may train again after roughly 48 hours if the previous dose was productive and repeatable.
Related essays: The 48-Hour Dose, The Productive Dose
Priority Muscle
Priority Muscle
Definition: A muscle the lifter most wants to grow in the current phase.
Why it matters: Priority muscles deserve more useful opportunity, not just equal volume.
Example: A chest-priority phase may route more pressing and fly work toward chest.
Related essays: A Split Is a Resource Allocation Plan, Equal Volume Only Makes Sense for Equal Goals
Maintenance Muscle
Maintenance Muscle
Definition: A muscle that still trains, but does not receive the same resource claim as a priority muscle.
Why it matters: Maintenance lets a specialization phase stay honest without ignoring the rest of the body.
Example: Arms may receive enough direct and indirect work to stay trained while back is prioritized.
Related essays: Equal Volume Only Makes Sense for Equal Goals
Direct Sets
Direct Sets
Definition: Sets where the named muscle is the intended primary target.
Why it matters: Direct and indirect work should not always be priced the same.
Example: A curl is direct biceps work.
Related essays: The Stimulus Ledger
Indirect Sets
Indirect Sets
Definition: Sets where a muscle contributes meaningfully without being the main target.
Why it matters: Indirect work can maintain, interfere, or fatigue a muscle depending on context.
Example: Pulldowns can create indirect biceps work.
Related essays: The Stimulus Ledger
Stimulus Ledger
Stimulus Ledger
Definition: A way of pricing sets by what they deliver and what they cost.
Why it matters: A set of pec deck and a set of dumbbell press may both train chest but carry different costs.
Example: A machine fly may buy targeted chest stimulus with less systemic cost than a heavy press.
Related essays: The Stimulus Ledger, The Productive Dose
Volitional Failure
Volitional Failure
Definition: The lifter chooses to stop even though another rep might still be physically possible.
Why it matters: Rep Loader needs clean failure labels so set results do not become noisy evidence.
Example: Stopping because the rep felt hard or motivation dropped.
Related essays: The NORL Problem
Technical Failure
Technical Failure
Definition: The next rep would require unacceptable form breakdown.
Why it matters: It distinguishes productive hard work from sloppy reps that change the stimulus and risk.
Example: A row turns into a full-body heave.
Related essays: The NORL Problem, The Stimulus Ledger
Momentary Failure
Momentary Failure
Definition: The lifter cannot complete another rep in that moment under the current standard.
Why it matters: It is a stricter signal than stopping by choice or stopping when technique begins to drift.
Example: The rep stalls despite an honest attempt with the same execution standard.
Related essays: The NORL Problem
Failure Court
Failure Court
Definition: A future Lab format for classifying set endings and proximity to failure.
Why it matters: It gives the community a way to test and discuss failure standards.
Example: A reader watches a set and decides whether it ended by volitional, technical, or momentary failure.
Related essays: The NORL Problem