surge-ai - RL Environments Architect

• Architect a modular environment framework with clear APIs, curriculum scaffolds, and configurable reward/termination schemas • Establish quality bars: coverage metrics, invariance checks, and trace audits for environment outputs and agent experience buffers • Instrument rich telemetry for episode rollouts; mitigating reward hacking, mode collapse, and exploitable loopholes • Partner with researchers to translate real-world tasks into robust simulations, including synthetic data generators and evaluation suites