告别大纲失控，用数据自底向上构建长文，让事实与逻辑同步生长
arXiv:2509.12811v2 Announce Type: replace Abstract: Large Language Models (LLMs) have shown remarkable prowess in text generation, yet producing long-…
用 Go 写成的 okfctl 帮你检查 Markdown 知识库的健康度和链接图，一个静态二进制即可运行。
I built a CLI tool to manage Open Knowledge Format (OKF) bundles. Knowledge bases, second brains, and LLM-Wikis now have a toolchain to complement the…
本地运行RAG的桌面应用，数据隐私与智能问答兼得，开源可自部署。
Article URL: https://github.com/ifoxhz/piflow Comments URL: https://news.ycombinator.com/item?id=49280716 Points: 1 # Comments: 1
用GPT构建超大规模知识库GPTKB，支持浏览查询与审计，为LLM知识库的可信度提供新解法。
arXiv:2608.06992v1 Announce Type: cross Abstract: We present a web demo for exploring a large-scale disambiguated knowledge base (KB) materialized fro…
给AI代理装上可追溯的公司规则大脑，每个决策都能溯源到Git与PR审批记录。
Article URL: https://github.com/gnt-ai/gnt Comments URL: https://news.ycombinator.com/item?id=49150247 Points: 3 # Comments: 2
自托管块级知识库，融合Obsidian与Capacities精髓，还支持接入本地AI，开源党狂喜。
20+ years of PKMS obsession plus big enough chops to be dangerous at vibe-coding have led to this: a full-featured, block-first personal knowledge bas…
结构化9-pass预计算，让RAG运行时直接查索引而非重新推导，效率拉满的开源新方案。
Hi everyone, I've been working on a knowledge retrieval system that can create distributable applications for several months and I'd love to share it …
用LLM自动从笔记和论文中生成并维护一个智能Wiki，实现交叉引用与自知之明，来自Andrej Karpathy的理念实践。
Article URL: https://github.com/frankchu91/mindbase Comments URL: https://news.ycombinator.com/item?id=49001892 Points: 1 # Comments: 0
改进校园沟通体验，用智能问答替代过时烂尾的聊天机器人，支持多源知识库与实时更新，避免404和无效回答。
Article URL: https://themarkup.org/machine-learning/2026/03/07/california-colleges-spend-millions-on-faulty-ai-systems-the-chatbot-is-outdated Comment…
金山办公推出WPS Comate AI客户端，集成技能生态、自动化任务与知识库，助力企业全场景提效。
IT之家 7 月 15 日消息，在今天的 2026 金山办公 AI 生产力大会上，金山办公正式推出了 WPS 365 家庭新成员 —— WPS Comate。根据官方定义， 这是一款面向员工的 AI 办公客户端 。 据介绍，WPS Comate 可连接组织数据、系统、流程，让 AI 融入到组织工作流…
将斯坦福CS229完整课程笔记打造为可搜索知识库，支持引用溯源，让技术文档探索更高效
CS229 is one of the most widely referenced machine learning courses. I turned the complete course notes into a searchable knowledge base with citation…
集笔记、文档、数据库与项目管理于一体，团队协作的超级工作台，支持从构思到交付的全流程。
The agent-native way to ship software Discussion | Link
连续查询让有限记忆语言模型从知识库实时取知，突破参数记忆瓶颈。
arXiv:2607.07707v1 Announce Type: cross Abstract: Limited memory language models (LMLMs) externalize factual knowledge during pretraining to a knowled…
把个人网站变成ChatGPT，让访客直接对话你的知识库，创新交互体验。
Hi HN, I recently updated my website to have a touch of this new AI thing. The initial idea was simple: what if visitors could explore a CV by chattin…
用小LLM砍掉68%的RAG上下文，竟守住96%召回率，实战方案来了。
Article URL: https://www.kapa.ai/blog/how-we-prune-rag-context Comments URL: https://news.ycombinator.com/item?id=48809354 Points: 3 # Comments: 0
一个能自动学习并自我改进的知识库，帮你持续构建动态智慧体系。
The self-learning knowledge base that improves itself Discussion | Link
探索LLM维护Wiki知识库的渐进式披露策略，预注册消融实验验证效果，为交互设计提供新视角。
arXiv:2607.04576v1 Announce Type: new Abstract: LLM agents increasingly answer questions against knowledge bases they help maintain. A common intuitio…
arXiv上新论文：GPTKB v1.5构建大规模事实知识库，助力深入探索LLM内部知识。
arXiv:2507.05740v2 Announce Type: replace Abstract: Language models are powerful artifacts, yet their factual knowledge is still poorly understood, an…
用500篇科研文献打造园艺专用RAG助手，破解领域语言与通用检索错位难题
Last year I kept seeing the same pattern in agtech and “AI assistant” demos: a chatbot wrapped around a generic model, a handful of PDFs, and a discla…
基于RAG技术构建人格聊天代理，Coze支持自定义知识库与角色设定，轻松对抗AI幻觉，无需编码即可打造专属智能体。
I wasn't building another AI chatbot. I was building an AI persona. Someone users could actually have conversations with. A fictional person with: a b…