NegotiateEnv is an OpenEnv-compatible RL environment for training LLM agents to negotiate B2B SaaS contracts. Features 200 real scenarios, multi-objective optimization (price, contract length, annual caps), dynamic constraints, and reward shaping. Trained Qwen-1.5B using TRL+LoRA on 500 episodes, achieving 61% loss reduction in 56 seconds on H100.
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ParticipantKube SRE Gym is a self-improving RL environment where a small language model (Qwen3-1.7B) learns to diagnose and fix real Kubernetes production incidents…
RL environment for autonomous biologist agents. Simulate an entire biological worldstate based on scientifically-accurate single-cell standards. Naive agents…
ShopRLVE-GYM HF Blog https://huggingface.co/blog/thebajajra/shop-rlve-gym
Our agent uses OpenEnv to build a curriculum of video game environments that train a TinyLlama 1.1B agent via GRPO reinforcement learning. We implement three…
GAIA is an OpenEnv-compatible geospatial reasoning environment where an AI agent infers hidden real-world locations using multi-step tool calls (terrain…
Voyager-VRAM is a long-horizon workplace simulator where LLM agents must navigate a realistic office environment ( emails, Slack, shared drive, spreadsheets…
