Applied RL Engineer at Centific designing RL environments for enterprise workflows. Working at the intersection of RL research and production systems with a focus on AI agent performance.
Responsibilities
Design and build custom RL environments (digital twins) simulating enterprise workflows: document processing, compliance, onboarding, support automation
Post-train LLM-based agents on domain-specific tasks using PPO, GRPO, DPO, and RLHF
Build end-to-end pipelines converting human-labeled traces into RL training data
Architect multi-step reasoning agents with tool-calling and closed learning loops
Design reward functions, verifiers, and validation frameworks for pre-deployment testing
Translate cutting-edge RL research into production systems; contribute to publications
Requirements
Deep RL expertise: 3+ years hands-on experience with environment design, reward engineering, policy optimization
LLM post-training: Experience fine-tuning LLMs using RLHF, DPO, PPO, or similar
Production skills: Software engineering beyond research with scalable pipelines and training infrastructure
Agentic AI: Experience with LLM-based agents, tool use, multi-step reasoning
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