惯性聚合 高效追踪和阅读你感兴趣的博客、新闻、科技资讯
阅读原文 在惯性聚合中打开

推荐订阅源

T
The Exploit Database - CXSecurity.com
GbyAI
GbyAI
博客园 - 叶小钗
C
Check Point Blog
OSCHINA 社区最新新闻
OSCHINA 社区最新新闻
云风的 BLOG
云风的 BLOG
U
Unit 42
V
V2EX
P
Proofpoint News Feed
Apple Machine Learning Research
Apple Machine Learning Research
雷峰网
雷峰网
博客园 - 聂微东
F
Full Disclosure
WordPress大学
WordPress大学
小众软件
小众软件
P
Proofpoint News Feed
Threat Intelligence Blog | Flashpoint
Threat Intelligence Blog | Flashpoint
TaoSecurity Blog
TaoSecurity Blog
Recent Commits to openclaw:main
Recent Commits to openclaw:main
T
Tenable Blog
有赞技术团队
有赞技术团队
美团技术团队
T
Troy Hunt's Blog
NISL@THU
NISL@THU
P
Privacy International News Feed
博客园 - 三生石上(FineUI控件)
K
Kaspersky official blog
博客园_首页
N
Netflix TechBlog - Medium
V2EX - 技术
V2EX - 技术
酷 壳 – CoolShell
酷 壳 – CoolShell
Stack Overflow Blog
Stack Overflow Blog
T
The Blog of Author Tim Ferriss
Google Online Security Blog
Google Online Security Blog
AI
AI
月光博客
月光博客
Google DeepMind News
Google DeepMind News
N
News and Events Feed by Topic
AWS News Blog
AWS News Blog
奇客Solidot–传递最新科技情报
奇客Solidot–传递最新科技情报
L
Lohrmann on Cybersecurity
Project Zero
Project Zero
T
Tailwind CSS Blog
博客园 - Franky
爱范儿
爱范儿
L
LINUX DO - 最新话题
The Last Watchdog
The Last Watchdog
罗磊的独立博客
人人都是产品经理
人人都是产品经理
L
LINUX DO - 热门话题

DEV Community

Authentication Security Deep Dive: From Brute Force to Salted Hashing (With Java Examples) Why AI Systems Don’t Fail — They Drift Spilling beans for how i learn for exam😁"Reinforcement Learning Cheat Sheet" I Replaced Chrome with Safari for AI Browser Automation. Here's What Broke (and What Finally Worked) How Python Borrows Other People's Work The $40 Architecture: Processing 1 Billion API Requests with 99.99% Uptime Vibe Coding: A Workflow Guide (From Zero to SaaS) Most webhook security guides protect the wrong side. The scary part is delivery. Headless CMS for TanStack Start: Build a Blog with Cosmic EU Age Verification App "Hacked in 2 Minutes" — What Actually Happened Comfy Cloud’s delete function does not actually remove files Running AI Models on GPU Cloud Servers: A Beginner Guide Event-driven media intelligence with AWS Step Functions and Bedrock I scored 500 AI prompts across 8 quality dimensions — here's what broke How to Call Google Gemini API from Next.js (Free Tier, No Backend Needed) The Portal Protocol: Reclaiming Human Connection in the Age of AI How to Fix Your Team's Scattered Knowledge Problem With a Self-Hosted Forum Intro to tc Cloud Functors: A Graph-First Mental Model for the Modern Cloud Designing Multi-Tenant Backends With Both Ownership and Team Access I Built a Neumorphic CSS Library with 77+ Components — Here's What I Learned PostgreSQL Performance Optimization: Why Connection Pooling Is Critical at Scale Cómo construí un SaaS multi-rubro para gestionar expensas en Argentina con FastAPI + Vue 3 🚀 I Built an Ethical Hacking Scanner Tool – Open Source Project I Replaced /usage and /context in Claude Code With a Single Statusline A Pythonic Way to Handle Emails (IMAP/SMTP) with Auto-Discovery and AI-Ready Design I Collected 8.9 Million Polymarket Price Points — Here's What I Found About How Markets Really Move EcoTrack AI — Carbon Footprint Tracker & Dashboard Everyone's Using AI. No One Agrees How. 5 self-hosted ebook managers worth trying in 2026 Building Your First AI Agent with LangChain: From Chatbot to Autonomous Assistant Common SOC 2 Failures (Real World) Stop Vibe-Checking Your AI App: A Practical Guide to Evals How to Use SonarQube and SonarScanner Locally to Level Up Your Code Quality Your Next To-Do App Is Dead — I Replaced Mine with an OpenClaw AI Sign a Nostr event in 60 lines of Python using coincurve — no nostr-sdk, no nbxplorer, no rust toolchain ITGC Audit Explained Like You’re in Big 4 Patch Tuesday abril 2026: Microsoft parcha 163 vulnerabilidades y un zero-day en SharePoint Stop scraping everything: a better way to track competitor price changes Listing on MCPize + the Official MCP Registry while routing payments OUTSIDE the marketplace — how I kept 100% of my x402 revenue Building an AI-Powered Risk Intelligence System Using Serverless Architecture Why We Ripped Function Overloading Out of Our AI Toolchain Testing AI-Generated Code: How to Actually Know If It Works SaaS Churn Is Killing Your Business. Here Is What to Do About It (Without a Support Team) The Speed of AI Is No Longer Linear - And Self-Improving Models Are Why How to Implement RBAC for MCP Tools: A Practical Guide for Engineering Teams From Standard Quote to Persuasive Proposal: AI Automation for Arborists I built a CLI that scaffolds complete multi-tenant SaaS apps Axios CVE-2025–62718: The Silent SSRF Bug That Could Be Hiding in Your Node.js App Right Now The dashboard that ended our friendship Data Pipelines Explained Simply (and How to Build Them with Python) The Hidden Cost of AI Systems Nobody Talks About. undefined vs undeclared, and how typeof behaves Switching from file-based jobs to NATS/Kafka in Rust without changing code io_uring Adventures: Rust Servers That Love Syscalls Why Agentic AI is Killing the Traditional Database The POUR principles of web accessibility for developers and designers Quantum Neural Network 3D — A Deep Dive into Interactive WebGL Visualization How To Install Caveman In Codex On macOS And Windows Automation Pipeline Reliability: Why Your Workflow Breaks When Nobody Is Watching I Built an 'Open World' AI Coding Agent — It Works From ANY Folder From Freelancing to Product: A Tech Service Company's SaaS Transformation China's AI Giants: Adding Tencent Hunyuan & ByteDance Doubao to AI University (74 Providers) On the Vibe Coders and Their Lies clerk: Auto-Summarize Your Claude Code Sessions AI Weekly — 2026/04/10–04/17 | The Model Lockdown Is Here, but the Toolchain Is the Real Battleground AI 週報 — 2026/04/10–2026/04/17 模型封鎖潮來了,但工具鏈才是真戰場 Maybe this is how Open-Source apps are born... 🚀 Fine-Tune LLMs with LoRA and QLoRA: 2026 Guide tRPC v11 + Next.js App Router: End-to-End Type Safety Without the Boilerplate ShadCN UI in 2026: Why I Stopped Installing Component Libraries and Started Owning My Components SaaS Billing in React Server Components: Stripe + Supabase Without a Single `useEffect` Join our DEV Weekend Challenge — $1,000 in Prizes Across TEN winners! Submissions Due April 20 at 6:59 AM UTC. Implementing FSRS Spaced Repetition in Flutter + Supabase — Adding Memory Science to an AI Learning App "I Texted My Localhost From the Train — Claude Code Fixed the Bug Before I Got Home" I Built a Sales Prep AI and It Went Deeper Than Expected Design to Code #2: One JSON, Eleven Outputs Solving the 100M-Row Problem: A Summary Table Pattern for High-Volume Push Notification Logs Flutter Web With Wasm: What Actually Changes For Developers I Built 50 Royalty-Free Soundtracks for My Side Project in a Weekend Using AI Music Generation The Vibe Coding Security Checklist: 7 Things to Check Before You Ship Stop Letting Googlebot Guess Fix Your React App's SEO Right Desconstruindo o Streaming do LinkedIn: Como Criar um Engine de Extração de Vídeo de Alta Performance com HLS e FFmpeg (EDA Part-1) EDA (Exploratory Data Analysis) Explained With Real Life — Why Looking at Your Data Is the Most Important Step in Machine Learning Brand Relationship Management at Scale: Our 4-Touch Outreach System for 200+ Brands Why String.fromEnvironment() Might Return an Empty String in Dart JGuardrails 1.0.0 — Hardening Java LLM Apps Against Jailbreaks, Toxicity, and Prompt Injection Plan and Schedule a Full Week of Threads Content From One Claude Conversation Coding Cat Oran Ep3, Five Tables Changed Everything Updated: BFF Pattern I'm done watching freelancers get buried by 200 proposals. So I'm building the alternative. This is my first post BFS Algorithm in Java Step by Step Tutorial with Examples Tracking LLM Pricing Monthly: An Open Dataset for 22 AI Models How We Measure Content ROI on a Comparison Site: Revenue Attribution Without Perfect Data Introducing Nova AI Ops: The AI-Native Operating System for SRE Teams I built a free desktop video downloader for Windows — Grabbit How Talkie OCR Helps Vision-Impaired & Dyslexic Users Read the World Around Them VRCFaceTracking安装和iPhone面捕配置教程,有bug Even CrowdStrike Can't See Your Agents The Automation Gold Rush: What n8n Workflows and Claude Are Opening Up for Developers Right Now
I built a free offline Chinese pinyin annotator in a single HTML file
Văn Tuấn Lê · 2026-06-23 · via DEV Community
Cover image for I built a free offline Chinese pinyin annotator in a single HTML file

Văn Tuấn Lê

I live in China and kept running into the same problem: I'd see Chinese text
I couldn't fully read and needed to quickly see the pronunciation (pinyin)
above each character.

Every tool I found was either:

  • Paywalled after 5 uses
  • Required creating an account
  • Sent your text to a server
  • Had terrible UI from 2009

So I built one myself. Single HTML file. Fully offline after first load.
Nothing sent anywhere.

→ Try it live
→ GitHub repo


How it works

The dictionary

The core is a ~2,500 character lookup table embedded directly in the JS:

const raw = `的:de:0:1|一:yī:1:1|是:shì:4:1|了:le:0:1|我:wǒ:3:1...`
// format: character : pinyin : tone(1-4, 0=neutral) : hsk_level(1-6)

I store it as a pipe-delimited string and parse it once on load.
Covers ~97% of common written Chinese. Characters outside the dictionary
show a "?" — there aren't many in normal text.

Ruby annotations

HTML has a built-in <ruby> tag for exactly this:

<ruby>
  <span class="char"></span>
  <rt>zhōng</rt>
</ruby>

The rt element renders above the base character. No canvas tricks,
no absolute positioning — just semantic HTML doing what it was designed for.

Tone colors

Each pinyin string carries its tone in the data, and CSS classes handle
the rest:

.tone-on rt.t1 { color: #ff4d4d; }  /* 1st tone — red */
.tone-on rt.t2 { color: #ff9900; }  /* 2nd tone — orange */
.tone-on rt.t3 { color: #22c55e; }  /* 3rd tone — green */
.tone-on rt.t4 { color: #a78bfa; }  /* 4th tone — purple */
.tone-on rt.t0 { color: #8899aa; }  /* neutral — grey */

Toggle the class on the container and all tones update instantly
without re-rendering anything.

HSK level highlight

Same pattern — a CSS class on the container, data attributes on
each character span:

.hsk-on .char-span.hsk1 { color: #7ee8bb; }
.hsk-on .char-span.hsk2 { color: #60d4b0; }
/* ... */
.hsk-on .char-span.unk  { color: #6a7a9a; } /* unknown */

This lets learners instantly see which characters are beginner vs.
advanced vs. completely outside the HSK vocabulary list.


The offline constraint

I wanted this to work with zero network after the first load — useful
if you're on a plane with a downloaded article, or in China where
connectivity to foreign tools can be unreliable.

Everything is embedded: the dictionary, the CSS, the JS. The HTML file
is ~180KB total. Download once, use forever.


What I learned

<ruby> line-height is annoying. Getting the ruby annotations to
not blow up the line spacing required some CSS gymnastics:

ruby {
  display: inline-flex;
  flex-direction: column-reverse;
  align-items: center;
  vertical-align: bottom;
  line-height: 1;
}

Polyphonic characters are a real problem. Many Chinese characters
have multiple pronunciations depending on context (e.g., 行 = xíng or
háng). I used the most common reading for each. A proper solution would
need NLP context analysis — out of scope for a single HTML file.

2,500 characters covers more than you'd think. The most frequent
2,500 Chinese characters account for ~97% of text in newspapers and
books. The long tail exists but it's genuinely rare.


Also built

This is part of a small suite of offline Chinese learning tools I've
been building:

All single HTML files, all free: daligao.github.io/learn-chinese-free

Source for the pinyin annotator: github.com/daligao/pinyin-annotator


Questions welcome — especially if you know a clean way to handle
polyphonic characters without a server.