OpenEnv Hackathon SF

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

Chess OpenEnv Multi-Agent System

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.

OpenEnv-compatible agentic debugging environment inspired by real-world Power Automate 400 BadRequest errors.

AgentWorkBench is an OpenEnv-compatible environment designed to evaluate AI agents on real-world task management including classification, prioritization, and workflow optimization with deterministic grading.

OpenEnv-compliant RL environment simulating a customer support agent workflow with 3 graded tasks

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.

AI environment for training agents to clean messy tabular data — FastAPI + Gradio, 3 difficulty tiers, multi-dimensional grading (Scaler x Meta Hackathon)

Recursive Language Model Demo

AI-powered clinical triage simulation using Manchester Triage System (MTS). OpenEnv Challenge 2026 entry with A2A protocol support.

Multi Agent Reinforcement Learning Loop to make Scientific Discoveries on Mars

Simulation environment for autonomous drones that recharge using dynamic wireless power beams.

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.

Linux operations remediation environment for AI agent training — 3 tasks, 5 action types, OpenEnv spec complian

An OpenEnv-compatible multi-agent simulation for benchmarking LLM behavior in positive-sum economies, focusing on trust dynamics and resource scarcity.