Every item from 24 September is in JF Coach V2 today, checked in Chrome and on the live app.
The questionnaire now remembers what matters and lets people leave when they want to.





Real recipes from your library, sized to the client's calories and macros, with photos everywhere.





The app's library grew from 314 to 1,075 recipes, and every one now has a photo. Here are the new ones.



















Home and the Challenge now show the same habits, and the step goal the client chose.



Modelled on the Samsung Health activities Gabrielle shared, in the app's own lavender.





The program builder now follows Gabrielle's coaching rules, and trainers look like themselves.
The rules were checked across all 15 split and level combinations before release.


How far a built meal guide day lands from the client's targets. 120 simulated days, four target splits.
| Before | Now | |
|---|---|---|
| Calories | 2.7% | 0.7% |
| Protein | 5.8% | 2.8% |
| Carbs | 7.7% | 3.0% |
| Fat | 24.5% | 4.7% |
Live check with the real AI model, "Higher protein" at 2,638 calories: every day within 2% on calories, 6% on protein and 9% on carbs. Fat lands 54 to 63g against a very lean 50g target, because every recipe in the library runs richer than that.