Programming approach
How Kysero selects exercises and checks a workout plan.
Established training principles guide explicit product rules over a reviewed exercise catalog.
Thesameinputsshouldfollowthesamerules.Kyserokeepstheplanninglogicrepeatable,thefindingsvisibleandtheresulteditable.
Keep the claims separate
Principle, product rule, verification and judgement are not the same thing.
Open each row to see what Kysero means by each layer.
These are broader exercise-programming considerations, not proprietary Kysero science. The product uses them as design constraints when resolving a week and evaluating exercise roles.
CONSTRAINT
Filter
Equipment conflicts, explicit exclusions and known limitation conflicts are removed before ranking begins.
CANDIDATE
Evaluate
Day role, movement fit, level and redundancy shape eligibility and ranking.
PRESCRIPTION
Apply
Movement-specific profiles avoid treating every exercise like the same lift.
EXCEPTION
Explain
Weak matches can remain unfilled with a visible finding for review.
What makes it different
Known data, repeatable checks and an editable result.
This compares the planning process, not guaranteed outcomes.
What validation means
Software tests are not proof of training outcomes.
Catalog audits, automated behavior tests, regression scenarios and per-plan checks help catch missing data, broken contracts and programming-rule defects. They are not an independent clinical trial, a guarantee of results, medical screening or proof that every generated plan suits every individual.
- Implemented constraints are checked consistently
- Known exceptions remain visible
- Outcome claims are not inferred from software tests