Release Milestones & Deployment Pipeline

Strict production verification gates. We ship code to gym floor turnstiles and app stores only when telemetry passes clinical and safety standards.

Phase 1 Shipped

Core Tracking & Turnstiles

Offline-first workout logging, progressive overload calculations, TOTP QR turnstile entry, and class booking.

  • ✓ Offline Turso SQLite & Cloud Sync
  • ✓ Dynamic Cryptographic QR Passcode
  • ✓ Mifflin-St Jeor TDEE Engine
Phase 2 Public Beta

AI Biomechanics & Coach Chat

Local device pose estimation camera tracking and direct coach messaging channels for video form analysis.

  • ● Squat & Deadlift Depth Verification
  • ● Encrypted Trainer 1-on-1 Messages
  • ⚡ Bench press bar path angle tuning
Phase 3 Q2-Q3 2026

Wearables & Spatial IoT

Apple Watch BLE cardio sync, optical turnstile crowd telemetry, 3D NeRF avatar mesh, and AI grocery generation.

  • ⏳ Apple HealthKit & Whoop API Review
  • ⏳ Optical turnstile sensor deployment
  • ⏳ WebGPU 3D body composition mesh