An OpenEnv benchmark testing the ability of AI agents to act as Site Reliability Engineers (SREs) by diagnosing and filtering raw production failure logs.

AI-powered system for low-exposure route optimization using AQI, simulation, and intelligent decision-making

Deterministic evaluation environment for AI code reviewers covering bugs, security (OWASP), and architecture via FastAPI + OpenEnv.

AI research environment that simulates the end-to-end scientific discovery process, enabling agents to analyze papers, generate hypotheses, design experiments, and validate results collaboratively

Gymnasium RL environment for AI-powered customer support triage — classify, prioritize, assign, and respond to emails under SLA pressure. Built for the OpenEnv spec.

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.

📧 Intelligent Agentic Workflow for Autonomous Enterprise Email Triage. Built with OpenEnv, featuring Chain-of-Thought reasoning and Self-Correcting agent logic for high-stakes corporate routing.

CyberRange is an advanced, self-improving simulated environment designed to train and benchmark autonomous security agents in complex enterprise incident response.

High-fidelity Reinforcement Learning environment for smart grids. Features a custom DC Power Flow physics solver and real-world AT&C telemetry to train AI in power distribution and fault isolation.

Adaptive Clinical Trial Design RL Environment

An OpenEnv-compliant reinforcement learning environment designed to train and evaluate AI agents on real-world SQL debugging, performance tuning, and schema design.

Multi-zone disaster relief AI env for Meta PyTorch OpenEnv Hackathon. 4-stage pipeline: PyTorch ZoneScorerNet -> Triage -> Planner -> Action Agent. False SOS detection, cascading failures, airlift precision.

RunbookOps-caseop: Deterministic OpenEnv environment for SaaS incident triage, runbook-driven resolution, and agent evaluation.

OpenEnv Hackathon SF

A reinforcement learning agent that learns to intelligently shape electricity demand, reducing peak loads and optimizing energy consumption in real-time.

Execution-grounded SQL optimization OpenEnv. Agents rewrite slow SQL and get rewarded using real DuckDB timing + result correctness across 5 anti-pattern tasks.

An elite reasoning agent trained via GRPO to navigate high-stakes social conflicts. Built on OpenEnv to solve cascading scheduling chaos with human-centric judgment.

PPO-Based Policy Optimization Delivers 95%+ SLA Compliance in Multi-Agent Environment RL-Driven Email Triage with Adaptive Curriculum Learning Self-Improving PPO Agent in Long-Horizon Decision Tasks

CNN based PPO agent and LLM based GRPO agent to play SMB on openenv wrapper using Leirbag-gabrieL's gym-super-mario-bros fork

A production-grade OpenEnv environment for benchmarking RL agents on real-world data cleaning and schema engineering tasks.