Applied Scientist, 3D - Firefly Foundry

The Opportunity Firefly Foundry is Adobe’s enterprise managed-service offering for custom multi-modal generative AI — deep-tuned image, video, and 3D models built on each customer’s IP, paired with creative production workflows and a media‑intelligence layer, and deployed across new and existing Adobe surfaces. The business has gained significant traction in Media & Entertainment, marketing, and consumer retail, and is expanding rapidly into adjacent verticals.

We are especially looking for candidates experienced in large-scale, industry-level pre‑training and mid‑training of multi‑modality generative models with the focus on dynamic, physically accurate 3D worlds. This role has a direct impact on the quality of Adobe’s generation models, supporting next‑generation creative workflows for millions of users. As a Staff Applied Scientist at Adobe, you will join a world‑class team of applied researchers and engineers building the future of digital experiences — innovating across the full training stack, collaborating across data, modeling, and product, and shipping your work to customers worldwide.

• Build novel generative models and pipelines to support mesh generation, physically based material generation and texture generation, scene reconstruction, lighting estimation, animation, and simulation for media & entertainment use cases as well as high‑fidelity product imagery.
• Build agentic workflows that use AI systems to create, manipulate, repair, annotate, evaluate, and refine 3D and 4D content.
• Develop large‑scale synthetic data pipelines that involve game and rendering engines, digital environments, 3D geometry, physically‑based materials, lighting, animation, and simulation.
• Develop, implement, and rigorously evaluate advanced techniques for conditional generation and editing — with emphasis on improving instruction compliance, cont rollability, and visual quality in pre‑trained models.
• Collaborate cross‑functionally with researchers, engineers, and product teams to translate multimodal innovations into scalable downstream applications within Adobe products.
• Develop and maintain robust evaluation pipelines to assess generative models across quality, efficiency, robustness, and safety metrics.
• Translate research concepts and published work into production‑ready implementations using Python and modern ML frameworks.

• Ph.D. or MS in Computer Science, Machine Learning, Computer Graphics or a related field, with 8+ years industry experience.
• Extensive practical experience in large‑scale generative AI training with a focus on image and video generation and editing.
• Experience with diffusion models, transformers, or other state‑of‑the‑art generative architectures.
• Strong working knowledge of 3D content systems, including meshes, materials, textures, scene structure, cameras, lighting, coordinate systems, skeletal animation, and motion workflows.
• Strong coding and prototyping skills in Python, PyTorch, and ML infrastructure tools.
• Excellent communication skills and ability to collaborate across cross‑functional teams.
• Experience working with product teams on technology transfers.
• Strong publication record in Computer Science, AI/ML, or related fields.

• Experience on large‑scale generative model training.
• Experience on synthetic data generation.
• Experience of working with large‑scale datasets.
• Experience of working with product teams on technology transfers.

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