World Model Research Engineer: Predictive Video Dynamics

Media Stream AI Limited; Manchester; Hybrid; GBP 70,000 - 110,000; Full time

Job summary

Media Stream AI Limited is seeking a research engineer to advance the EXO world model, focusing on latent dynamics and video sequence modeling. You will work with the MOTHER backbone, building evaluation harnesses and translating published work into practical stack components.

The role requires strong ML research engineering and a track record of rigorous publication or reproduction, with hands-on PyTorch on multi-GPU setups. Manchester-based factory, start dates arranged individually.

Qualifications

• Strong ML research engineering background with focus on sequence and video models.
• Experience with latent dynamics and world models.
• Proficiency in PyTorch at multi-GPU scale; proven publication or reproduction track record.

Responsibilities

• Train and evaluate world-model and latent-dynamics heads on the MOTHER backbone.
• Design rollout and evaluation harnesses to measure prediction quality.
• Translate published research into production stack and assess transferability.
• Collaborate with controls to convert predictions into actionable behavior.

Skills

Machine learning research

Video/sequence modeling

Latent dynamics

Research engineering

Tools

PyTorch

Multi-GPU training

Job description

Media Stream AI Limited is seeking a research engineer to advance the EXO world model, focusing on latent dynamics and video sequence modeling. You will work with the MOTHER backbone, building evaluation harnesses and translating published work into practical stack components.

The role requires strong ML research engineering and a track record of rigorous publication or reproduction, with hands-on PyTorch on multi-GPU setups. Manchester-based factory, start dates arranged individually.