Member of Technical Staff - Post-Training (Reinforcement Learning & Generalization)

Added
15 days ago
Type
Full time
Salary
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Related skills

pytorch rlhf jax fsdp ppo

๐Ÿ“‹ Description

  • Design, run, and analyse large-scale RL post-training experiments (e.g., RLHF, RL from verifiable
  • Research and develop methods that improve out-of-distribution generalization, such as reward
  • Build held-out evaluations that measure generalization to unseen tasks, domains, and formats, and
  • Diagnose training dynamics and failure modes, including instability, reward over-optimization, and
  • Turn successful research into robust, reproducible training recipes for production models.

๐ŸŽฏ Requirements

  • Strong research and software engineering skills, with hands-on experience training LLMs.
  • Experience applying reinforcement learning to LLMs (e.g., PPO, GRPO, RLHF, RLVR), ideally at scale.
  • Track record of work on generalization, robustness, or distribution shift, through publications or
  • Rigorous experimental practice: clean ablations, careful controls, and sound conclusions from noisy
  • Experience with distributed training (e.g., JAX, PyTorch, FSDP, Megatron) is a plus.
  • Excellent communication skills.

๐ŸŽ Benefits

  • A weekly lunch stipend of $75/ยฃ75 or equivalent in your local currency for lunch.
  • Full health and dental benefits, including a separate budget for mental health.
  • RRSP matching, 401K, Pension Scheme.
  • 100% Parental Leave top-up for up to 6 months, for either parent.
  • Annual enrichment benefits: Arts & culture, fitness/wellness, quality time, and a workspace
  • Education & learning stipend for conferences, courses, and coaching.
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