Architecture
Per-athlete container, eight in-container skills, three memory layers (preference, injury, life context), plus a scheduler that pushes the daily session at 07:00.
Orchestration move
Memory is the product. Each athlete gets their own isolated Claude that remembers them by heart, with anti-spam and auto-pause when the athlete goes inactive.
Outcome
Live coaching fleet, 1000+ messages handled, scheduled check-ins automated, methodology pipeline server-validated before a plan reaches the athlete.










