Member of Technical Staff - World Models at Veeda AI | CA | Rezi

Member of Technical Staff - World Models at Veeda AI

Member of Technical Staff - World Models

Veeda AI · CA

1 weeks ago

Member of Technical Staff - World Models

Veeda AI · CA

11 days ago
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About the Role

Veeda AI is building the next generation of multimodal foundation world models for Physical AI. We're a small, fast-moving team of engineers and researchers from leading AI labs, tackling some of the most challenging problems at the intersection of AI, robotics, and embodied intelligence. If you're excited about pushing the boundaries of what's possible with Physical AI, you'll have the opportunity to make an outsized impact from day one.

Responsibilities

  • Design, train, and scale action-conditioned video and latent dynamics models.
  • Condition rollouts on robot action chunks and camera trajectories, and recover pseudo-actions from unlabeled video.
  • Train on the model's own rollouts and carry persistent scene state as 3D Gaussians or point maps to maintain coherence in long-horizon rollouts.
  • Fine-tune against physics-grounded reward models and verifiers, then distill to few-step samplers for interactive agent action.
  • Build evaluation for action-following, physical plausibility, and long-horizon drift, scored against simulator ground truth and policy transfer to a robot.

Requirements

  • Bachelor's degree or equivalent hands-on experience in Computer Science, Engineering, or a related technical field.
  • Experience training generative or predictive sequence models end to end at multi-node scale.
  • Fluency in PyTorch from prototype to production-scale training.
  • Ability to independently design, execute, and analyze machine learning experiments.
  • Working command of diffusion and flow matching, long-context sequence modeling, and understanding of their practical limits.
  • Serious approach to evaluation and experience building metrics that influenced modeling decisions.

Skills

  • Diffusion transformers with rectified flow
  • Block-causal autoregressive hybrids
  • Causal video tokenizers
  • Inverse dynamics and latent action models
  • Diffusion forcing, self-forcing
  • 3D Gaussians
  • Point maps
  • Physics-grounded reward models
  • Verifiers
  • Few-step samplers
  • Action-following evaluation
  • Physical plausibility evaluation
  • Long-horizon drift evaluation
  • Generative models for image, video, or 3D content
  • Video tokenizers or VAEs
  • Action-conditioned or interactive world models
  • Model-based reinforcement learning or planning in a learned latent space
  • Streaming or causal video generation with KV caching and rolling context
  • Real robot trajectory data
  • Noisy action labels
  • Open-source generative model projects or related infrastructure

Education Level

  • Bachelor's degree or equivalent hands-on experience in Computer Science, Engineering, or a related technical field.

About the Company

  • Veeda AI is building the next generation of multimodal foundation world models for Physical AI.
  • Small, fast-moving team of engineers and researchers from leading AI labs.
  • Tackling challenging problems at the intersection of AI, robotics, and embodied intelligence.