Adaptive plan generation
Plans that adjust to the person instead of handing everyone the same template: harder when they are progressing, lighter when they miss a week, reshaped around the equipment and time they actually have.
- What it changes
- The plan stops feeling generic and starts feeling like it is paying attention, which is most of why people stay past week three.
- How it is built
- A plan-building engine, like the customizable plan builder we shipped for Kinobody, with an LLM layer that adapts the plan from a person’s logged progress and constraints.