🏆 PostureSense AI Pipeline — Developer Playground

Real-time perception, biomechanics, pose recognition, movement tracking, scoring, feedback, analytics, and reporting engine (Priority 1–11).

Camera Stopped Visualization Standby Movement Standby Scoring Standby Feedback Standby Analytics Standby Reports Standby -- FPS
Start the pipeline to see live skeleton rendering
📊 Live Metrics
Render FPS --
Render Latency -- ms
Pose Confidence --%
Hold Timer --s
Current Pose
—
✓ -- matched ✗ -- failed idle
📐 Biomechanics
L/R Balance 50/50
Symmetry --%
CoM X / Y --, --
Forward Lean --°
🎛 Visualization Toggles
🏋️ Movement Engine
Rep Count
0
Current Phase idle
FSM State idle
ROM % --%
Cadence -- rpm
Movement Dir —
Hold Timer 0.0s
Exercise Timer 0.0s
Latency -- ms
🏆 Scoring Engine — Live Performance Scores Standby
OVERALL PERFORMANCE SCORE -- Confidence: --%
Quality Gate PASS Latency -- ms
Form Quality --
Range of Motion --
Stability --
Symmetry --
Control --
Tempo / Cadence --
Unavailable Metrics: None
Top Contributors: --
💬 Feedback Engine — Live AI Guidance INFO
ACTIVE FEEDBACK MESSAGE Awaiting assessment events…
Category: -- Confidence: --%
Rule Triggered —
Metric Source —
MEASURABLE EVIDENCE --
📊 Analytics & Progress Engine 🔥 0 Day Streak
Total Sessions 0
Overall Avg Score --
Personal Records 0
Trend Direction STABLE
📑 Reports & Export Engine JSON / PDF / CSV