用了 3 年 Notion 和 Obsidian 后，为什么我最终把所有身家搬到了思源笔记？
在经历 Notion 弱网白屏与 Obsidian 纯文本排版局限后，本文从数据所有权、块级架构体验、本地离线机制与 WebDAV 多端同步四个硬核维度，深度对比思源、Notion 与 Obsidia
中文掘金
最新资讯
言栖资讯收录 227250 篇 AI、开发与建站文章，按发布时间排序，支持搜索与按语言筛选。
AI 内容核查怎么做：智能内容 AI 核查系统实践
AIGC 内容里的事实错误越来越隐蔽：前几段都对，最后一句张冠李戴；检索结果里对的错的都有，模型挑了不权威的那条。我们建设了一套内容 AI 核查系统，核心做法是把内容拆成最小的可验证主张，以权威
中文掘金
做 AI 产品，路线图该数“实验”，而不是数“功能”
团队花几周搭好 AI 系统，却说不清这次改动是变好还是变差。Hamel Husain 认为成功团队几乎不聊工具，只痴迷度量和迭代：先做错误分析，路线图该数实验而不是功能。
中文掘金
早在八十年代我们就有国产操作系统，但为什么最后还是Windows一统天下，答案藏在时间里
最近时间上较为宽裕，所以抽时间学习了一下 Fastify 和 鸿蒙开发这部分。了解鸿蒙系统的时候，意外发现了一些很有意思的“历史”，一些关于国产操作系统的历史...
中文掘金
升级 Boot 4 后，我的 mock 全红了
升级 Boot 4.1.1 后 @MockBean 编译不过，包搬去了 spring-test。附 @MockitoBean / @MockitoSpyBean 改法和 3 个跑通的测试。
中文掘金
vLLM 起不来？10 个常见报错与排查（附真实日志）
速查表 报错关键词 真实原因 解法 Repo id must be in the form 'repo_name' 模型路径不存在/写错 用绝对路径，先 os.path.isdir
中文掘金
一个人 + AI，用 Tauri 2 和 Rust 写了个开源的 Windows 效率工具：提醒 + 笔记 + 启动器
一句话设提醒，随手记笔记，顺手开程序：Windows 上免费开源的提醒、笔记和启动器。我带着她来了。
中文掘金
告别规则黑盒：JVS-Rules 在金融风控中的可视化决策编排实践
规则黑盒：不只是技术问题，更是协作断点 在金融风控系统中，规则常分散于Java服务的if-else分支、数据库存储过程SQL、业务部门维护的多版Excel阈值表——这种碎片化导致同一策略（如‘高风险客
中文掘金
Smart App Control turns reputation into an execution policy
Smart App Control turns reputation into an execution policy Smart App Control gives Windows an application execution policy that many teams did not configure de…
Englishdev.to
Load Balancer Internals: ALB vs NLB vs GWLB, and What Actually Happens to a Packet
The question "ALB or NLB?" usually gets answered by feature comparison — ALB has path-based routing, NLB has static IPs. That's not wrong, but it skips the deci…
Englishdev.to
My Struct Update Copied 64 Bytes Twice
I had a physics step that walked a List every frame and nudged each body's position by its velocity. Simple loop, nothing exotic. And the profiler kept pointing…
Englishdev.to
The model said no. Your retry loop asked four more times.
LangChain just made refusals a first-class content block. Here is why that matters more than the release note suggests. The model said no. Your retry loop asked…
Englishdev.to
Does the Red Banner Flicker or Change Colour in My Bama Bound AI Clip? Tracking Banner Hue Frame by Frame in Python
Checked November 9, 2026 (15:00 CST, UTC+8) against the live pages linked below. I build bamabound.app , an independent studio that turns one photo of one perso…
Englishdev.to
Oken_Behavioral_Similarity_Methodology
Behavioral Similarity Profiling for Black-Box LLM APIs A constrained numerical-generation approach to comparing API behavior with reference models Technical not…
Englishdev.to
Google AI Classroom Part 1: Solving the $25-Per-Exam Problem — Architecting a Sub-$0.02/Student Serverless AI Classroom with Gemini 4 & Firebase
Author: Cyrus Wong (黃俊彥) — Google Developer Expert - Cloud (AI), Senior Lecturer at HKIIT 1. Problem Statement: The Classroom Trilemma — Integrity vs. Privacy v…
Englishdev.to
Designing a weather-powered outfit page that still works when the forecast fails
A weather-powered interface has two separate jobs: load its document and obtain enough external data to give a useful answer. Treating both as one loading state…
Englishdev.to
Atomic Laravel: AQC, Typed Blade, HTMX & jsRibbon
Are you a Laravel developer? Then you've seen this. You open a controller and it's 300 lines long. Validation, queries, emails, if-else blocks, all in one metho…
Englishdev.to
AWS Future Builder Connect 2026 in Bengaluru
On October 16, 2026, I attended AWS Builder Center: Future Builders Connect in Bengaluru, held at the Bangalore International Exhibition Centre (BIEC). What sto…
Englishdev.to
How a World Model Differs From an LLM, and Why You Want Both
The last post ended by saying the next one would put the heater model next to an LLM. This series has drawn that line twice already. The first post said that if…
Englishdev.to
Microsoft's APM is npm for agent context: one apm.yml, 9 harnesses, byte-exact lockfiles
Microsoft put a dependency manager for AI agents online this week. The Agent Package Manager, APM, describes itself as "like npm for agent context": you declare…
Englishdev.to