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MLTraining

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PHYSICS & ML LAB

Constraint Solver & Scene Optimizer Engine

SOLVER V4.4
ONLINE

Active Rig Target

Select which customized avatar to train

No custom rigs saved. Create one in Avatar Lab first!

Research Control Deck

Train neural biomechanical and performance vectors

EPOCH PROGRESS (0/100)0%

ML Training Results
REALTIME

Solve Accuracy35.0%
Solver Entropy Loss0.6500
Stability Recovery1.67s
Joint Angle Collisions10 hits/min
GPU Crowd Batches380 drawcalls
Scene Frame Latency7.2 ms

Output Solver Log

System Ready. Physics constraints loaded.
Awaiting selection of an avatar to target for solver training...

Physics Render
PBR Realistic

Apply Kinetic Push Impulse

Test the avatar skeleton's balance recovery training under live wind/gravity forces.

Environment

Inject external factors to test structural limits

Wind Speed Force2.0 m/s
Wind Vector Angle180°
Local Gravity Force9.81 m/s²
0G (Space)1.6G (Moon)9.8G (Earth)
Show Bounding Shields

Performance & Physics Sync

Training the physics engine improves skeleton constraint calculations. Selecting Performance models optimizes dynamic Level-of-Detail (LOD) triggers and groups crowd instancing, directly boosting frame rates across the SpectroVerse scene.

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