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Reinforcement Learning Jobs (2026)

Reinforcement Learning is a core technique powering AI alignment (RLHF), robotics, game-playing agents, and autonomous systems. RL engineers and researchers design reward functions, train policies, and build systems that learn optimal behavior through interaction with their environment.

Last updated: October 1, 2026

611
Open positions
$230K+
Avg salary
15
Companies hiring

Latest Reinforcement Learning Jobs

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R
Resaroai• 5mo ago

Senior Data Scientist, Reinforcement Learning

MunichFull-time
R
Resaroai• 3mo ago

Senior AI Engineer - Reinforcement Learning

Munich, BavariaFull-time
R
Resaroai• 5mo ago

Senior / AI Scientist (Reinforcement Learning)

SingaporeFull-time
D
Dexmate• 7mo ago

Reinforcement learning engineer

Santa Clara, CA
#reinforcement-learning
F
Frugal Solutions Inc• 7mo ago

Reinforcement Learning Engineer

Fremont, CA
#reinforcement-learning
O
OWOW• 7mo ago

Reinforcement Learning Engineer

#reinforcement-learning
X
XOR• 7mo ago

Reinforcement Learning Environments Engineer

#reinforcement-learning
Google DeepMind logo
Google DeepMind• 7mo ago

Research Scientist, Autonomous Agents — Reinforcement Learning

London, England, UK
#reinforcement-learning
T
Torcrobotics• 2d ago

Machine Learning Engineer II - Learned Planning (Reinforcement Learning)

REMOTEFull-time
#remote
A
Apptronik• 3d ago

Senior Reinforcement Learning Engineer

Austin, TXFull-time
B
Bugcrowd• 3d ago

Reinforcement Learning Engineer

REMOTEFull-time
#remote
A
Apptronik• 3d ago

Senior Reinforcement Learning Engineer

Sunnyvale, CA$230K - $260K/yrFull-time
T
Tactiliarobotics• 1w ago

AI Software Engineer, Reinforcement Learning (f/m/d)

MunichFull-time
#r&d
D
Doordashusa• 1w ago

Senior/Staff Deep Reinforcement Learning Engineer - DoorDash Dot

San Francisco, CAFull-time
Anthropic logo
Anthropic• 1w ago

Anthropic Fellows Program, ML Systems & Reinforcement Learning

REMOTEFull-time
#remote
Anthropic logo
Anthropic• 1w ago

Research Operations, Reinforcement Learning

San Francisco, CAFull-time
#ai-lab
W
Wayve• 3w ago

Staff / Senior Machine Learning Engineer, Reinforcement Learning

SunnyvaleFull-time

Frequently Asked Questions

Where is reinforcement learning used?

RL is used in LLM alignment (RLHF/DPO), robotics control, autonomous vehicles, game AI, recommendation systems, resource optimization, and chip design. It is a fundamental technique at frontier AI labs working on general intelligence. The AI safety and governance sector, where RL is central, has seen salaries increase 45% since 2023, reflecting the growing importance of alignment work. AI job openings overall are up 25.2% year-over-year, with RL expertise being particularly valuable.

What qualifications do RL roles require?

RL roles typically require strong math foundations (optimization, statistics, control theory), experience with RL algorithms (PPO, SAC, DQN), PyTorch, and simulation environments (MuJoCo, Isaac Gym). Python is essential, appearing in 47-58% of AI job listings. A PhD is common for research roles, but it is not required for most applied RL positions. Career switchers can build RL expertise in 6-12 months of focused study, though reaching job-ready status for senior roles takes longer.

What is the salary for RL engineers?

Reinforcement learning specialists earn strong salaries, with AI Engineers averaging $140K-$185K base and total comp around $211K. Senior RL researchers at frontier labs command $195K-$350K+, while AI safety and alignment roles (heavily RL-dependent) range from $135K-$221K and have seen 45% salary growth since 2023. US-based RL roles average $147K-$176K, with leadership positions reaching total comp of approximately $380K.

AI Job Insights for Reinforcement Learning Jobs

Salary Range (Yearly, USD)

$78K - $800K

Median $150K from 96 listings with salary data

Top Companies Hiring

Resaroai (3)Instadeep (2)Apptronik (2)Anthropic (2)Target (1)Dexmate (1)

Based on recent listings shown on this page.

Common Roles

Reinforcement Learning Engineer (3)Senior Reinforcement Learning Engineer (2)Lead Data Scientist - Recommendations (applied ML, Reinforcement Learning, Contextual Bandit Design)(Remote Or Hybrid) (1)Senior Research Engineer in Reinforcement Learning (1)Research Engineer in Reinforcement Learning (1)Senior Data Scientist, Reinforcement Learning (1)

Counts reflect recent listings, not total market size.

In-Demand Skills

Reinforcement Learning (5)Remote (4)R&D (1)Ai Lab (1)

Derived from tags on recent listings.