Deterministic evaluation environment for AI code reviewers covering bugs, security (OWASP), and architecture via FastAPI + OpenEnv.
OpenEnv Hackathon SF
RunbookOps: Deterministic OpenEnv environment for SaaS incident triage, runbook-driven resolution, and agent evaluation.
AI-powered system for low-exposure route optimization using AQI, simulation, and intelligent decision-making
An agent must triage incoming support/compliance emails using respond, escalate, or archive while minimizing risk and maximizing completion quality.
OpenEnv-compliant RL environment simulating a customer support agent workflow with 3 graded 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
OpenEnv benchmark for broken ELT/ETL pipeline repair, online recovery, and temporal orchestration.
A realistic OpenEnv environment for training AI agents to perform enterprise email triage across multi-email inbox workflows, with structured actions, tool usage, and reward shaping, built for the Scaler x Meta PyTorch Hackathon.
Agentic Reinforcement Learning Loop to make Scientific Discoveries on Mars
Recursive Language Model Demo
📧 EmailEnv — AI Customer Support Environment (OpenEnv RL)
Production-grade OpenEnv environment for training AI agents on real-world customer support tasks — triage, response drafting, and multi-step resolution.
An OpenEnv-compatible multi-agent simulation for benchmarking LLM behavior in positive-sum economies, focusing on trust dynamics and resource scarcity.
OpenEnv-compliant RL environment for SQL query debugging. Built for META x PyTorch x SST OpenEnv Hackathon.
An OpenEnv-compliant RL environment for training AI SOC analysts to triage logs and detect cyber threats.
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