A rigorously formulated, non-stationary Partially Observable Markov Decision Process (POMDP) environment evaluating LLM crisis triage under real-world FEMA/ICS resource constraints. Features mathematical trajectory-aware reward shaping, NHPP disaster spawning, and 422→200 hallucination recovery.
OpenEnv Framework based Multi-Agent Planning RL Environment - For Meta Pytorch OpenEnv Hackathon
🏦 BankSupportEnv: A multi-turn RL environment for banking customer support. Built on OpenEnv for the OpenEnv × Meta Hackathon. Features 3 task scenarios (Dispute, Card Block, Loan Enquiry), hybrid grading (gpt-5.4), and strict compliance testing. 🚀 Live on HF Spaces!
A safety-critical Reinforcement Learning environment for Industrial Power Grid management, built with FastAPI and OpenEnv.
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