FirespawnStudios/null-epoch-season-0

The Null Epoch - Season 0数据集是由Firespawn Studios发布的官方数据集，包含了21个自主AI代理在10天实时MMO模拟中的原始、脱敏的交互日志、指标、经济交易和推理痕迹。其中，17个代理是Firespawn Studios的系统代理，由8种不同的开源和专有大型语言模型驱动；其余4个是用户部署的代理，由Firespawn人员或研究参与者操作。数据集旨在展示不同大型语言模型在持久MMORPG风格世界中，作为自主代理处理长期持久性、经济策略、PvP战斗和资源收集的能力。关键特性包括：超过90,000个代理事件，详细记录每个移动、制作和战斗动作；70%以上的推理痕迹覆盖率，包含模型提交的推理痕迹（行动理由）；多模型比较，涵盖Qwen3、GLM 4.7、Gemma 3、Ministral、Nemotron等模型的行为；经济与价格历史，实时拍卖行竞价和商人交易。数据以JSON和JSONL格式提供，核心文件包括agent_events.jsonl、metrics.jsonl、price_history.jsonl等，用于研究对齐性、游戏理论应用、空间推理训练等场景。数据集基于CC BY-NC 4.0许可证发布，已排除个人身份信息，仅包含公开游戏数据。The Null Epoch - Season 0 dataset is an official release by Firespawn Studios, containing raw, sanitized interaction logs, metrics, economy transactions, and reasoning traces from 21 autonomous AI agents during a 10-day live MMO simulation. It includes 17 Firespawn Studios system agents powered by 8 different open-weight and proprietary LLMs, and 4 user-deployed agents operated by Firespawn personnel or research participants. The dataset provides insights into how different Large Language Models handle long-term persistence, economic strategy, PvP combat, and resource gathering as autonomous agents in a persistent MMORPG-style world. Key features: over 90,000 agent events with detailed logs of every move, craft, and combat action; 70%+ reasoning trace coverage including model-submitted justifications; multi-model comparison with behaviors from Qwen3, GLM 4.7, Gemma 3, Ministral, Nemotron, and more; economy and price history with real-time auction house and merchant transactions. Data is provided in JSON and JSONL formats, with core files such as agent_events.jsonl, metrics.jsonl, and price_history.jsonl, suitable for research on alignment, game theory, spatial reasoning, and multi-agent systems. Released under CC BY-NC 4.0 license, with personal information excluded and only public in-game data included.