Senior Forward Deployed Engineer (ML/AI & RL)Location: Berlin, Germany (Hybrid – 2 days on-site) Salary: €100,000 – €150,000The RoleA high-growth investment firm transforming legacy acquisitions via advanced AI is seeking a Senior Forward Deployed Engineer. You will embed with portfolio companies to architect and deploy custom Reinforcement Learning (RL) models and autonomous agentic systems that solve complex, real-world operational challenges.Core ResponsibilitiesDeploy RL & AI: Build and ship production-grade Reinforcement Learning models, multi-agent workflows, and RAG pipelines into legacy environments.Translate Business Logic: Convert messy operational workflows into formalized RL frameworks (defining state, action, and reward spaces).Hands-On Engineering: Write scalable Python code to integrate custom ML/RL pipelines with existing enterprise infrastructure.Pragmatic Delivery: Balance frontier AI capabilities with strict production constraints (latency, cost, and reliability).Key RequirementsCore Expertise: Deep practical experience in Reinforcement Learning (e.g., PPO, policy gradients, multi-agent RL) and production-grade ML system design.Engineering Rigor: Expert Python skills (PyTorch/JAX/TensorFlow); familiarity with MLOps/RLOps and full-stack integration is a plus.Forward Deployed Mindset: Strong communication skills with a proven track record of delivering measurable operational impact.The Process4-Stage Interview: Focused on ML/RL architecture, technical execution, and stakeholder alignment.

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