{"version":"1.0","generated_at":"2026-09-28T10:12:21.021566","id":1135,"slug":"five-labs-five-minds-building-a-multi-model-finance-drama-on-small-models","title":"趋势解读：Five labs，five minds，解读最新 AI 进展","summary":"本文介绍了第二届构建小型黑客马拉松的工程报告，探讨了在多代理经济模拟中运行不同实验室的小型模型（异构模型）的实践，包括技术挑战、服务层瓶颈以及游戏设计中的安全考虑。","abstract":"趋势解读：Five labs，five minds，解读最新 AI 进展 本文介绍了第二届构建小型黑客马拉松的工程报告，探讨了在多代理经济模拟中运行不同实验室的小型模型（异构模型）的实践，包括技术挑战、服务层瓶颈以及游戏设计中的安全考虑。 多模型异构代理模拟更真实的市场行为 服务层（vLLM）是主要技术摩擦点 建立容错JSON解析层可简化多模型集成 隐藏秘密信息需彻底从提示中剥离并测试 每个模型需单独配置但整体可管理 第二届构建小型黑客马拉松现场报告：当新兴经济中的每个代理运行在不同实验室的小模型上，而玩家成为幕后操纵的金融家时会发生什么。千字森林的第一个版本是一个天气之神沙盒：五个林地生物在一个微调的0.5B模型上交易商品，你通过冲击戳击世界，观察泡沫和崩溃的出现。它是一个不错的小玩具。但它也是你观看而不是玩耍的东西。v2被重建为你操作的游戏。你是森林的守护者，一个影子金融家：你以利息放贷，耳语可能是真实或植入的提示，做空市场，贿赂，撮合联盟，同时一名治安官追捕你，因为你交易了你不应该知道的东西。生物们记得你如何对待它们，并阴谋反击。最大的变化在引擎盖下：每个生物现在用不同实验室的小模型思考。这是一份工程报告。运行代理理事会的显而易见的方式是一个模型，多个提示。v2运行四个：gpt-oss-20b (OpenAI), MiniCPM3-4B (OpenBMB), Nemotron-Mini-4B (NVIDIA), 以及我自己的微调Qwen 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