SAM2 Roto Assistant
AI-powered segmentation tool reducing manual rotoscoping time by 78%.
View project →Essays, tutorials, and in-progress tools exploring AI-native infrastructure for visual effects.
The final installment in the Intelligent VFX Futures series. Exploring the architecture requirements for production-grade AI systems—from latency constraints to human-in-the-loop feedback mechanisms. What does it take to move from prototype to pipeline?
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A multi-part series exploring computer vision, predictive pipelines, and neural rendering as production primitives. From SAM2 segmentation to NeRF-based lookdev acceleration.
View series →Building closed-loop systems where production data, models, and artist feedback form a learning ecosystem. AI as infrastructure, not one-off tools.
View series →Exploring NeRFs, Gaussian Splatting, and neural BRDFs for lookdev workflows. Hybrid systems combining traditional and neural methods for production constraints.
View series →AI-powered segmentation tool reducing manual rotoscoping time by 78%.
View project →Text-to-material workflows generating MaterialX-compliant texture sets for lookdev.
View project →Knowledge graph connecting shots, annotations, model versions, and production lineage.
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