Engineering Manager, Rle

Handshake Handshake · Enterprise · India · Engineering

This role is for a Senior Software Engineer to build and scale a Reinforcement Learning Environments (RLE) platform. This platform simulates real-world workflows for AI models to learn, generating data for training and evaluation. The engineer will drive architecture, build plug-and-play domains, and ensure system reliability and quality, working closely with research, product, and operations teams. Strong applied AI experience is required.

What you'd actually do

  1. Build and scale our reinforcement learning environments and the platforms behind them
  2. Drive architecture for scalable, reliable, extensible environment systems and data generation pipelines
  3. Partner with Research, Product, and Ops to turn ambiguous needs into production systems
  4. Build modular, plug-and-play domains that integrate cleanly with training and evaluation loops
  5. Raise the bar on reliability, observability, performance, and data quality

Skills

Required

  • 7+ years building backend, distributed systems, or ML infrastructure
  • Proficiency with Node.js And ReactJS OR TypeScript, with deep knowledge of backend architectures
  • Strong command of relational databases (e.g., PostgreSQL), data modeling, system design, and distributed systems principles
  • Experience with cloud infrastructure (AWS, GCP), CI/CD pipelines, and operating production systems at scale
  • Strong applied AI experience is required

Nice to have

  • Experience with RL training infrastructure, simulation systems, or evaluation platforms
  • Working in an operations-heavy, tech-enabled environment
  • Experience supporting applied ML or AI research teams

What the JD emphasized

  • Strong applied AI experience is required

Other signals

  • building reinforcement learning environments
  • data generated powers training and evaluation
  • partner with research, product, and ops
  • build modular, plug-and-play domains
  • raise the bar on reliability, observability, performance, and data quality