3D animation studio building AI-native production infrastructure
Stellar Creative Lab is a Vancouver-based animation studio engineering a cloud-native platform around generative AI workflows. The tech stack—Python, Kubernetes, Blender, Unreal Engine, ComfyUI, Stable Diffusion—signals a shift from traditional rendering toward AI-assisted asset generation and real-time feedback loops. Active projects focus on GPU optimization, multi-tenant infrastructure, and LoRA training interfaces, while pain points center on reliability at scale, artist workflow friction, and pipeline integration—typical of studios retrofitting legacy creative processes onto modern compute.
Stellar Creative Lab produces 3D animation, visual effects, and interactive content (features, series, cinematics, AR/VR experiences) for entertainment and commercial clients. Founded in 2017, the studio operates from Vancouver with 51–200 employees. The team is shifting infrastructure investment toward cloud deployment, generative AI tooling, and artist-facing platforms that abstract complex technical processes. Core operational challenges include migrating production workloads from prototype infrastructure to scalable cloud systems, optimizing GPU utilization for real-time rendering and inference, and maintaining compliance and auditability as production moves into distributed, AI-augmented pipelines.
Python, Docker, Kubernetes for infrastructure; Maya, Blender, Houdini for 3D modeling; Unreal Engine for rendering; ComfyUI and Stable Diffusion for generative AI; React, TypeScript for web interfaces; Grafana and Prometheus for monitoring.
Platform architecture and containerization for cloud deployment; AI infrastructure with GPU-optimized worker nodes; multi-tenant security and identity systems; web-based management and dashboard interfaces; LoRA fine-tuning interfaces; ComfyUI workflow development for artist integration.
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