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Skills · Train models

Reinforcement learning

Course coming soon

Policies, rewards and the algorithms that train reasoning and agentic models.

Mentioned in 153 of 338 recorded research roles (45%) and 231 of 1,837 technical roles (13%), as of October 2, 2026.

Learn it here

The course page has its planned syllabus and a sign-up, which tells us how many people want it.

These counts describe the October 2, 2026 snapshot; postings need a fresh check. Explore opportunities.

Everything here that teaches it

1 piece. Pieces built around this skill come first in each list; the rest use it along the way.

Also in Train models: How language models work, Post-training and fine-tuning, RL environments and verifiers, Pretraining and scaling laws, Interpretability, Alignment research, Multimodal models.

Who asks for it

Recorded roles that mention it

231 recorded postings mention it. Here are the newest 60 research, fellowship, applied and ML-systems roles; the rest are on the role pages linked above. Each title opens the lab's own posting.

  1. Senior Applied AI Engineer ↗

    CodeRabbit · Applied AI and forward-deployed · No degree stated · $200k to $300k base

  2. Research Engineer, ML Infrastructure ↗

    Cognition · Research scientists and engineers · PhD required

  3. Full Stack Engineer, ML Research Tools ↗

    Cursor (Anysphere) · ML systems and infrastructure · No degree stated

  4. Research Scientist ↗

    Cursor (Anysphere) · Research scientists and engineers · No degree stated

  5. Software Engineer, ML Infrastructure ↗

    Cursor (Anysphere) · ML systems and infrastructure · No degree stated

  6. Research Engineer ↗

    Greptile · Research scientists and engineers · PhD preferred · $180k to $280k base

  7. Research Engineer (Agentic Models) ↗

    JetBrains (Junie, Mellum) · Research scientists and engineers · No degree stated

  8. AI Research Engineer, Post-Training ↗

    Lovable · Research scientists and engineers · No degree stated

  9. Research Engineer, Asta ↗

    Allen Institute for AI (Ai2) · Research scientists and engineers · PhD preferred · $129k to $193k base

  10. Research Scientist, Asta ↗

    Allen Institute for AI (Ai2) · Research scientists and engineers · PhD required · $167k to $261k base

  11. Research Scientist, Robotics ↗

    Allen Institute for AI (Ai2) · Research scientists and engineers · PhD required · $167k to $261k base

  12. [Expression of Interest] Research Engineer / Scientist, Alignment - London ↗

    Anthropic · Research scientists and engineers · No degree stated

  13. Anthropic Fellows Program, ML Systems & Reinforcement Learning ↗

    Anthropic · Fellowships, residencies and internships · No degree stated

  14. Engineering Manager, Research Data Platform ↗

    Anthropic · ML systems and infrastructure · No degree stated · $405k to $850k base

  15. ML/Research Engineer, Safeguards ↗

    Anthropic · Research scientists and engineers · No degree stated · $350k to $500k base

  16. Research Engineer / Performance Engineer, RL Distributed Systems ↗

    Anthropic · Research scientists and engineers · No degree stated · $500k to $850k base

  17. Research Engineer / Research Scientist, RL Frontiers ↗

    Anthropic · Research scientists and engineers · No degree stated · $500k to $850k base

  18. Research Engineer / Research Scientist, Tokens ↗

    Anthropic · Research scientists and engineers · No degree stated · $350k to $500k base

  19. Research Engineer / Scientist, Alignment ↗

    Anthropic · Research scientists and engineers · No degree stated · $350k to $500k base

  20. Research Engineer, Chip Design RL (Reinforcement Learning) ↗

    Anthropic · Research scientists and engineers · No degree stated · $500k to $850k base

  21. Research Engineer, Code RL (Reinforcement Learning) ↗

    Anthropic · Research scientists and engineers · No degree stated · $500k to $850k base

  22. Research Engineer, Computer Use ↗

    Anthropic · Research scientists and engineers · No degree stated · $500k to $850k base

  23. Research Engineer, Cybersecurity RL (Reinforcement Learning) ↗

    Anthropic · Research scientists and engineers · No degree stated · $300k to $405k base

  24. Research Engineer, Cybersecurity RL (Reinforcement Learning) ↗

    Anthropic · Research scientists and engineers · No degree stated

  25. Research Engineer, Discovery ↗

    Anthropic · Research scientists and engineers · No degree stated · $350k to $850k base

  26. Research Engineer, Knowledge Team ↗

    Anthropic · Research scientists and engineers · No degree stated · $350k to $850k base

  27. Research Engineer, Machine Learning (Reinforcement Learning) ↗

    Anthropic · Research scientists and engineers · No degree stated · $500k to $850k base

  28. Research Engineer, Machine Learning (Reinforcement Learning) ↗

    Anthropic · Research scientists and engineers · No degree stated

  29. Research Engineer, Machine Learning (RL Velocity) ↗

    Anthropic · Research scientists and engineers · No degree stated

  30. Research Engineer, Machine Learning (RL Velocity) ↗

    Anthropic · Research scientists and engineers · No degree stated · $500k to $850k base

  31. Research Engineer, Post-Training Model Evaluations ↗

    Anthropic · Research scientists and engineers · No degree stated · $500k to $850k base

  32. Research Engineer, Pretraining ↗

    Anthropic · Research scientists and engineers · Master's or PhD required

  33. Research Engineer, RL Engineering ↗

    Anthropic · Research scientists and engineers · No degree stated · $500k to $850k base

  34. Research Engineer, RL Scaling Science ↗

    Anthropic · Research scientists and engineers · No degree stated

  35. Research Engineer, Visual Knowledge Work ↗

    Anthropic · Research scientists and engineers · No degree stated · $350k to $850k base

  36. Research Engineer/Research Scientist, Pre-training ↗

    Anthropic · Research scientists and engineers · Master's or PhD required · $350k to $850k base

  37. Software Engineer, Research Data Platform ↗

    Anthropic · ML systems and infrastructure · No degree stated · $320k to $405k base

  38. Staff Research Engineer, Discovery Team ↗

    Anthropic · Research scientists and engineers · No degree stated · $350k to $850k base

  39. Staff+ Research Engineer, RL Data Platform ↗

    Anthropic · Research scientists and engineers · No degree stated · $500k to $850k base

  40. Staff+ Research Scientist, Multi-Agent ↗

    Anthropic · Research scientists and engineers · No degree stated · $500k to $850k base

  41. Applied Researcher, Audio Post-Training ↗

    Cartesia · Research scientists and engineers · No degree stated · $200k to $350k base

  42. Principal Research Engineer, Post-Training ↗

    Character.AI · Research scientists and engineers · PhD or equivalent experience · $275k to $400k base

  43. Research Engineer, AI Safety & Alignment ↗

    Character.AI · Research scientists and engineers · PhD or equivalent experience · $225k to $400k base

  44. Research Engineer, Post-Training (All Industry Levels) ↗

    Character.AI · Research scientists and engineers · PhD or equivalent experience · $225k to $400k base

  45. Member of Technical Staff - RL Environments ↗

    Cohere · Research scientists and engineers · No degree stated

  46. Member of Technical Staff, Integration/RL Team (Research Engineer) ↗

    Cohere · Research scientists and engineers · No degree stated

  47. Member of Technical Staff, Post-Training ↗

    Cohere · Research scientists and engineers · No degree stated

  48. Manager, Applied AI Engineering, DeepMind ↗

    Google DeepMind · Applied AI and forward-deployed · Bachelor's or equivalent

  49. Post-training Agentic Research Scientist, DeepMind ↗

    Google DeepMind · Research scientists and engineers · PhD or equivalent experience

  50. Research Developer, Frontier AI Incubation, DeepMind ↗

    Google DeepMind · Research scientists and engineers · Bachelor's or equivalent

  51. Research Engineer, Advancing Agent Quality, DeepMind ↗

    Google DeepMind · Research scientists and engineers · No degree stated

  52. Research Engineer, Cyber Gemini, DeepMind ↗

    Google DeepMind · Research scientists and engineers · Bachelor's or equivalent

  53. Research Engineer, Energy Grids, Sustainability, DeepMind ↗

    Google DeepMind · Research scientists and engineers · Bachelor's or equivalent

  54. Research Engineer, Tech Lead Manager, Frontier and AGI Security, DeepMind ↗

    Google DeepMind · Research scientists and engineers · PhD or equivalent experience

  55. Research Scientist, Agents, DeepMind ↗

    Google DeepMind · Research scientists and engineers · PhD or equivalent experience

  56. Research Scientist, AI Secure Code, DeepMind ↗

    Google DeepMind · Research scientists and engineers · PhD or equivalent experience

  57. Research Scientist, Gemini Agent Safety, DeepMind ↗

    Google DeepMind · Research scientists and engineers · PhD or equivalent experience

  58. Research Scientist, Gemini Horizon, DeepMind ↗

    Google DeepMind · Research scientists and engineers · PhD or equivalent experience