How Vireska's AI actually builds your workout plan

The short answer

Vireska generates a structured, 4-week workout plan from your stated goal, experience level, training frequency, and the equipment you have told it you have. It only pulls exercises from a real, curated exercise catalog — it cannot invent an exercise — and it locks exercise difficulty to your experience level. Progression across the 4 weeks is written into the plan deliberately at generation time, rather than adjusted live after every workout.

What actually goes into the prompt

Your profile feeds the generator directly: age, goal, experience level, activity level, training location, the equipment you have listed, any injuries or limitations you have noted, and your active goals. None of this is guessed — if a field is empty, the generator says so plainly rather than assuming.

The guardrails that are actually enforced in code

This is not just prompt wording asking the model to behave — several rules are enforced before the AI ever sees the exercise list. The catalog handed to the model is filtered server-side to bodyweight exercises plus anything matching your stored equipment, so it cannot suggest equipment you have not listed. Every candidate exercise carries its own labeled difficulty, and a beginner profile is restricted to beginner-labeled exercises only — never intermediate or advanced. The generated plan must also cover at least 3 distinct muscle groups; a single-muscle program is rejected.

How the 4-week progression works

Rather than handing you one workout and repeating it, generation produces up to 4 distinct weeks for the same training days, with a deliberate change each week — more reps, more sets, more load, a harder variation, or a planned lighter week — chosen based on your goal and experience, not applied blindly. That structure is fixed at generation time, so it is real, written-out progression rather than a rolling live adjustment.

1. 1.Same training days each week, different prescription for each
2. 2.Each week must genuinely differ from the last for that exercise
3. 3.Progression method is chosen per exercise, not the same formula every time

What it does not do yet

To be direct about the limits: Vireska does not automatically regenerate or silently rewrite your plan based on logged workout performance after you have started it — if you want a change, ask your AI Coach and it will consider what you tell it. It does not detect an injury on its own; you have to tell it. And there is no numeric "AI confidence score" shown anywhere for a generated plan — when the AI is uncertain, that shows up as plain-language notes, not a percentage.

Getting a better plan out of it

A few things make a real difference to what you get back:

1. 1.Keep your equipment list current in your profile — an out-of-date list means an out-of-date plan
2. 2.State your real experience level rather than rounding up; the difficulty gate is strict
3. 3.Mention any injury or limitation explicitly, in your own words
4. 4.Give it a specific goal, not just "get fit" — the goal drives both exercise selection and progression method