展示HN：超级快速 – 企业AI代理的认知记忆图谱
Superfast是Superpowers代理框架的进化版本，现在与FastMemory集成在一起——这是一个并发的Rust引擎，将非结构化文本映射到CBFDAE（组件、区块、功能、数据、访问、事件）功能本体。<p>虽然RAG已成为“为大型语言模型（LLMs）添加知识”的标准，但由于语义噪声和在分块过程中逻辑边界的破坏，它在大规模应用中常常失败。Superfast将内存视为一个架构层。它利用Louvain社区检测来数学推导功能集群，为代理提供一个在会话间持久存在的确定性“逻辑层”。<p>我们保持了原始框架严格的测试驱动开发（TDD）和苏格拉底式的纪律，但将其扩展到像Microsoft Fabric和AWS Glue这样的环境中，在这些环境中，“令牌浪费”是一个主要瓶颈。<p>请在这里查看：<a href="https://github.com/FastBuilderAI/superfast" rel="nofollow">https://github.com/FastBuilderAI/superfast</a>
查看原文
Superfast is an evolution of the Superpowers agent framework, now integrated with FastMemory—a concurrent Rust engine that maps unstructured text into a CBFDAE (Component, Block, Function, Data, Access, Event) functional ontology.<p>While RAG has become the standard for "adding knowledge" to LLMs, it often fails at scale due to semantic noise and the destruction of logical boundaries during chunking. Superfast treats memory as an architectural layer. It utilizes Louvain community detection to mathematically derive functional clusters, giving agents a deterministic "Logic Layer" that persists across sessions.<p>We’ve maintained the strict TDD and Socratic discipline of the original framework but scaled it for environments like Microsoft Fabric and AWS Glue where "token waste" is a primary bottleneck.<p>Check it out here: <a href="https://github.com/FastBuilderAI/superfast" rel="nofollow">https://github.com/FastBuilderAI/superfast</a>