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

SafetyForge Arena v3.0 — OpenEnv RL Safety Gym for adversarial stress-testing LLMs. Features Basilisk Adaptive Red-Teamer, PPO training pipeline, one-click HF dataset export, and **Flagship Multi-Format Encoded Query System** (binary, hex, base64 + De-obfuscation Engine). Built for Meta, Hugging Face, and AI safety teams.

OpenEnv Framework based Multi-Agent Planning RL Environment - For Meta Pytorch OpenEnv Hackathon

Government Scheme Eligibility Matching - OpenEnv Environment

NeoVentEnv: An OpenEnv neonatal ventilator management simulator for training and evaluating RL/LLM agents on realistic NICU tasks.

OpenEnv code review environment for AI agents.

A real-world RL environment where AI agents learn to maintain and update test suites when code changes. Includes tasks for unit testing, bug detection, and regression auditing with structured reward signals.

RL model for citations | Scalar x Meta Openenv Hackathon

MindFlayer — Reinforcement Learning Environment for Emergent Deceptive Behavior in LLM Agents

Fault-injecting OpenEnv training environment for vibe-coded SaaS incidents. 30 scenarios grounded in 2025-26 production failures. Drop-in OpenClaw-RL pool server. Claude Code skill included.

An OpenEnv environment where AI agents triage satellite intelligence reports, classify threats, and make real-time defense decisions.

Production MLOps operations environment for RL agent training. 3 tasks: data quality triage, deployment decisions, incident cascade. Dense rewards, causal state transitions, deterministic graders. Built for OpenEnv Hackathon (Meta × HuggingFace × Scaler).