World Model / Action Policy Researcher at Modal

New York, New York, United States

Modal Logo
$350,000 – $450,000Compensation
Senior (5 to 8 years)Experience Level
Full TimeJob Type
UnknownVisa
Gaming, Artificial Intelligence, TechnologyIndustries

Requirements

  • 5+ years of experience in deep learning research or reinforcement learning, with a focus on embodied agents or simulation environments
  • Strong foundation in representation learning and generative modeling, particularly using architectures such as diffusion models, VAEs, and transformers applied to video
  • Experience with world models and predictive control — understanding how to train models that simulate dynamics and plan actions in learned environments
  • Proficiency in reinforcement learning (RL, model-based RL, or imitation learning) and the ability to design and evaluate policy networks
  • Programming fluency in Python and deep learning frameworks such as PyTorch
  • Strong experimental skills — comfort with large-scale training, evaluation pipelines, and managing complex datasets or simulations
  • Publications or open-source contributions in areas like world modeling, simulation learning, or agent policies (strong plus)
  • In-person work in NYC, 5 days in the office
  • Ownership & scientific rigor: Seeing ideas through from concept to proof to deployment, writing clean, reproducible code, and maintaining high experimental validity
  • Performance and scaling mindset: Understanding compute efficiency, distributed training, and data bottlenecks
  • Curiosity-driven and result-oriented: Excited by open-ended problems, defining measurable goals, and shipping impactful systems
  • Gaming & simulation passion: Interest in interactive environments, physics-based simulations, or gaming AI; experience with Unity, Unreal Engine, or custom simulators (plus)

Responsibilities

  • Designing, training, and evaluating world models and action policies that operate within games and based on gaming data
  • Experimenting rapidly and iterating on architectures
  • Collaborating closely with product and engineering teams to bring research ideas to production
  • Working with a team to contribute to intelligent agents and simulation systems that understand, predict, and act in complex 3D environments

Skills

Python
PyTorch
deep learning
reinforcement learning
world models
diffusion models
VAEs
transformers
generative modeling
representation learning
embodied agents
simulation environments
model-based RL
imitation learning
policy networks

Modal

Employee training and skill development platform

About Modal

Modal Learning focuses on improving employee performance through skill development for businesses. Their main product, the Modal Mastery Platform, uses active learning techniques, including live cohort sessions, labs, and one-on-one coaching, to help employees engage with the material effectively. Unlike competitors, Modal Learning offers a subscription model that provides structured eight-week training programs, aligning skill development with organizational goals. The company's goal is to empower employees and help organizations retain talent by providing clear career development paths.

San Francisco, CaliforniaHeadquarters
2021Year Founded
$30.8MTotal Funding
EARLY_VCCompany Stage
Consulting, EducationIndustries
51-200Employees

Risks

Competition from established players and emerging startups could dilute Modal's market share.
Focus on data and AI may limit appeal to companies seeking broader skill development.
Economic downturns could reduce corporate spending on employee training, impacting revenue.

Differentiation

Modal offers personalized technical skills training with on-demand coaching.
The platform uses cohort-based learning to enhance engagement and retention.
Modal's strategic skills planning aligns training with business goals.

Upsides

Increased demand for personalized learning experiences boosts Modal's market potential.
Growing emphasis on data and AI skills aligns with Modal's course offerings.
Subscription model provides steady revenue and predictable growth for Modal.

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