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Render intelligence
Every render logged with GPU utilization, VRAM pressure, bottleneck type, and frame timing. Filterable, sortable, and drillable with a detail drawer.
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Scene optimizer
Rule engine + River ML model that learns from every optimization run. Suggests what to change, measures the actual result, and improves over time.
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Scene timeline
Per-project history showing complexity evolution, render performance over time, and optimizer event annotations — so you can see what your decisions actually did.
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Machine profiling
Full hardware benchmarks, tier scoring, and multi-machine comparison. Know exactly what your hardware can do and where the limits are.
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Community brain
Every render contributes anonymously to a shared ML model. Machine activations, optimizer milestones, and pattern discoveries appear in the live feed.
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XP & progression
Every render, optimization, and streak earns XP. Level up from Apprentice Lighter to Werkhaus Legend. Your contribution history is always yours.