Senior ML Engineer - Real-Time AI Animation Systems
GENIES INC
Requirements 7+ years of experience in machine learning, animation systems, or related technical roles in games, VFX, or interactive media
- Experience developing and shipping ML systems in production environments
- Strong programming skills in Python, along with C++ and/or C#
- Experience working with animation systems, including skeletal animation, rigging, or simulation pipelines
- Familiarity with ML frameworks such as PyTorch or TensorFlow
- Experience working with datasets and building data processing pipelines
- Experience integrating systems into realtime engines such as Unity, Unreal, or web-based runtimes
- Strong understanding of performance constraints, including latency, memory, and scalability
- Experience building tools or workflows for Technical Artists or content teams
- You are comfortable working across machine learning, animation systems, and realtime applications
- You can take models from prototype to production and understand the tradeoffs involved
- You care about animation quality and user experience, not just model outputs
- You work well with cross-functional teams across ML, engineering, and content
- You are proactive, detail-oriented, and comfortable owning systems end-to-end
- You communicate clearly and can translate technical concepts across disciplines
- This role is focused on integrating machine learning systems into production animation pipelines and realtime environments, while also owning the applied ML work required to make these systems effective in practice
- You will work across data, modeling, and runtime systems to ensure ML-driven animation performs reliably and at high quality in production
- Integrate machine learning models into realtime animation systems across mobile and web environments
- Develop systems that translate inputs such as audio, text, and intent into responsive avatar motion in production
- Work with generative models (e.g., diffusion, transformer-based systems) and adapt them for specific use cases such as facial animation, gesture generation, and character behavior
- Collect, process, and manage animation datasets (mocap, facial capture, simulation data) for training, fine-tuning, and evaluation
- Build data pipelines for extraction, preprocessing, and validation of motion data
- Fine-tune and adapt existing models to improve quality, stability, and performance in production environments
- Collaborate with Behavior and LLM teams to integrate predictive motion systems into state machines and character logic
- Design and build tools and workflows that enable Technical Artists to work effectively with ML-driven animation systems
- Develop pipelines that connect DCC tools (Maya, Blender) with ML systems and runtime engines
- Debug, profile, and optimize runtime performance across CPU, GPU, and memory constraints
- Develop automation and validation systems to support asset quality and iteration speed
Vacancy posted 2 days ago
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