12 days ago
World Model Action Policy Researcher
Medal
On Site
Full Time
$400,000
Paris, Île-de-France, France
Job Overview
Job TitleWorld Model Action Policy Researcher
Job TypeFull Time
Offered Salary$400,000
LocationParis, Île-de-France, France
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Job Description
About General Intuition
We are the frontier research lab dedicated to building foundation models for environments that require deep spatial and temporal reasoning. For the past year, we've been pushing the forefront of AI across agents capable of navigating space and time, world models that provide training environments for those agents, and video understanding models with a focus on transfer to the real world.
We raised a seed round of $133M from General Catalyst and Khosla to discover the next generation of intelligence.
What We're Looking For
- 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 — you understand 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 are a strong plus.
- In-person: Looking to hire in NYC. 5 days in the office.
- Ownership & scientific rigor: You see ideas through from concept to proof to deployment. You write clean, reproducible code and maintain a high bar for experimental validity.
- Performance and scaling mindset: You care about how research translates into production systems, with an understanding of compute efficiency, distributed training, and data bottlenecks.
- Curiosity-driven and result-oriented: You’re excited by open-ended problems, but you also know how to define measurable goals and ship impactful systems.
- Gaming & simulation passion: Interest in interactive environments, physics-based simulations, or gaming AI. Experience with Unity, Unreal Engine, or custom simulators is a plus.
Our research stack
- Core Research: Python, PyTorch, NumPy, Triton, and CUDA
- Backend & Infra: Kubernetes, GCP, and large-scale training clusters
- Experimentation: We run continuous evaluation, A/B testing, and performance metrics tracking on our deployed models
Benefits
- Competitive salary and meaningful equity
- Comprehensive health insurance including dental and vision insurance
- 401k
How to Get Hired at Medal
- Tailor your resume: Highlight your 5+ years of deep learning/RL experience, focusing on embodied agents, world models, and generative techniques.
- Showcase your research: Emphasize publications, open-source contributions, and experience with Python, PyTorch, and large-scale training.
- Demonstrate practical skills: Detail your experience with simulation environments, predictive control, and policy network design.
- Prepare for technical interviews: Be ready to discuss your research methodology, experimental design, and approach to performance/scaling.
- Express your passion: Convey your enthusiasm for AI, gaming, simulation, and driving research to production.
Frequently Asked Questions
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01What is the primary focus of the World Model / Action Policy Researcher role at Medal?
02What specific AI research areas are prioritized for this Medal position?
03What is the required experience level for the World Model / Action Policy Researcher at Medal?
04What programming languages and frameworks are essential for this Medal research role?
05Does Medal encourage publications or open-source contributions for this role?
06What is the work arrangement and location for this Medal job?
07What kind of simulation or gaming experience is beneficial for the Medal researcher role?
08What are the key traits Medal seeks in candidates for this research position?
09What compensation can be expected for the World Model / Action Policy Researcher at Medal?
10What kind of benefits does Medal offer its employees?
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