AI systems for health & wellness
Founder-built portfolio · Athletic performance
AI helping athletes learn, train, and follow through.
Linear BJJ is a voice-first training journal that helps jiu-jitsu athletes turn the messy memory of a session into a clearer picture of their game—and a plan for what to work on next.
It is part of the portfolio, not General Dev's primary identity: a live product lab for using AI to help humans become healthier, happier, and better athletes.
Voice-first
Capture the session while the details are still fresh.
Athlete-led
AI organizes the reflection; the athlete and coach own the decisions.
Action-oriented
End with a useful focus for the next training session.
Training produces insight. Most of it disappears.
A hard round contains dozens of decisions, reactions, mistakes, and small wins. By the next session, the useful detail is often gone. Traditional journaling asks an exhausted athlete to stop, structure the memory, and write it all down.
Make reflection easier without replacing judgment.
- Let the athlete talk naturally after training
- Structure positions, patterns, questions, and recurring themes
- Keep the athlete's own language and intent visible
- Turn reflection into a short, useful next-session focus
The same pattern applies beyond the mat.
Capture real context, organize it with AI, preserve human judgment, and make the next useful action easier. That loop can improve a training journal, a member experience, or an entire customer journey.