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The first sunlight reflecting space mirror has been cleared for launch

Reflect Orbital has been given the green light to launch its first space mirror that aims to redirect sunlight down to Earth at night. The US Federal Communications Commission (FCC) has authorized the California-based startup to build and operate a single prototype satellite in low-Earth orbit later this year, despite concerns over how the technology […]

2026-07-14 原文 →
产品设计

Let’s build a children’s public internet

An increasing number of people seem to agree the internet is terrible for children - allegedly addictive, destructive to self-esteem, possibly a portal to predators. Over the past year, several countries have started requiring stringent age verification or outright bans for minors. At the end of June in the US, the House of Representatives passed […]

2026-07-14 原文 →
开发者

Google's Genkit Ships Agents API with Detached Turns and Human-in-the-Loop for TypeScript and Go

Google released the Genkit Agents API in preview for TypeScript and Go. The open-source framework packages message history, tool loops, streaming, and state persistence behind a single chat() interface. Detached turns let agents work after clients disconnect. Interruptible tools provide human-in-the-loop control with anti-forgery validation on resume. By Steef-Jan Wiggers

2026-07-14 原文 →
AI 资讯

Migrating a Vite i18n App to Next.js Without Breaking Everything

The Architecture Shift: SPA vs. Framework Internationalization (i18n) is one of those features that feels straightforward in a Single Page Application (SPA). You install react-i18next , wrap your app in a provider, and you're good to go. However, when you decide to migrate that Vite-based React app to Next.js for better SEO and performance, the strategy for i18n changes fundamentally. In a Vite SPA, i18n is typically client-side. In Next.js, i18n happens at the routing and server level. If you don't plan the migration carefully, you'll end up with hydration mismatches, flashing text, or broken search engine indexing. Here is how to navigate the transition. 1. Defining the Routing Strategy In Vite, your translations often live in the same bundle, and you swap them out using a state hook. Next.js, particularly with the App Router, prefers sub-path routing (e.g., /en/about or /es/about ). This is crucial for SEO because it allows search engines to crawl localized versions of your pages individually. Instead of relying on localStorage to remember a user's language, you should now rely on the URL. Most teams moving from Vite use a middleware approach to detect the user's preferred locale and redirect them to the correct sub-path. 2. Choosing the Right Library If you were using react-i18next in your Vite project, you have two main paths in Next.js: next-i18next (Pages Router): The traditional choice for the Pages Router. next-intl or i18next + i18next-resources-to-backend (App Router): These are modern solutions that leverage Server Components. When handling complex migrations involving many components, using a specialized tool like ViteToNext.AI can help automate the transformation of your Vite project structure into a Next.js-ready architecture, saving you hours of manual refactoring. 3. Handling Server Components vs. Client Components one of the biggest hurdles is that useTranslation() hooks from standard i18n libraries are "Client hooks." In the App Router, you'll wan

2026-07-14 原文 →
AI 资讯

Diagnosing Cloudflare Blocks Before Changing Your Scraper

A scraper fails, someone swaps the User-Agent, someone else adds a proxy, then the job starts passing locally but fails again in CI. That usually happens because Cloudflare did not block “scraping” as one thing. It evaluated several signals, and each failure needs a different fix. This is about authorized automation: your own sites, customer-approved workflows, testing, monitoring, data access you are allowed to perform. If you do not have permission to automate against a site, changing fingerprints or rotating IPs does not make it okay. Start with the failure you actually see Cloudflare failures often get collapsed into “403”, but the page body matters. Common cases: Error 1020 : usually an access denied page from a Cloudflare rule or bot score decision. The HTTP status may still be 403, so inspect the HTML. 403 without a 1020 page : often IP reputation, firewall rules, geo restrictions, or an auth problem. 429 : rate limit exhaustion. Slowing down can help here, but it will not fix a fingerprint problem. Endless Just a moment... page : your client did not complete the browser-side challenge. CAPTCHA or Turnstile loop : Cloudflare still considers the session borderline after earlier checks. Add classification before you add workarounds. Even a basic classifier saves time: import time import requests CLOUDFLARE_MARKERS = { " 1020 " : " cloudflare_access_denied " , " Just a moment " : " cloudflare_js_challenge " , " cf-turnstile " : " cloudflare_turnstile " , " cf-error-code " : " cloudflare_error_page " , } def classify_response ( resp : requests . Response ) -> str : body = resp . text [: 5000 ] if resp . status_code == 429 : return " rate_limited " for marker , label in CLOUDFLARE_MARKERS . items (): if marker in body : return label if resp . status_code == 403 : return " forbidden_unknown " return " ok " if resp . ok else f " http_ { resp . status_code } " def get_with_backoff ( url : str , max_attempts = 4 ): for attempt in range ( max_attempts ): resp = request

2026-07-14 原文 →
AI 资讯

Stop Arguing About Code Style — Set Up Prettier, ESLint & Husky Once

Why this matters I’ve worked on a few frontend projects where code reviews turned into style debates—tabs vs spaces, semicolons, quote styles… you name it. It slows everything down and adds zero value. At some point, I realized this shouldn’t even be a discussion. So now, whenever I start a project, I set up Prettier + ESLint + Husky on day one. No debates. No manual fixes. No messy PRs. This post is exactly how I do it. 🧰 What each tool actually does Prettier → formats your code automatically ESLint → catches bad patterns & enforces rules Husky → runs checks before commits (so no one skips them) Together → clean, consistent code without thinking ⚙️ Step 1 — Install dependencies npm install -D prettier eslint husky lint-staged 🎯 Step 2 — Setup Prettier Create: prettier.config.js module . exports = { semi : true , singleQuote : true , trailingComma : ' all ' , tabWidth : 2 , }; Create: .prettierignore node_modules dist build 🔍 Step 3 — Setup ESLint Initialize: npx eslint --init Then tweak your config: .eslintrc.js module . exports = { extends : [ ' eslint:recommended ' , ' plugin:react/recommended ' , ' prettier ' ], rules : { ' no-unused-vars ' : ' warn ' , ' react/react-in-jsx-scope ' : ' off ' , }, }; 👉 Important: "prettier" disables ESLint rules that conflict with Prettier. 🔗 Step 4 — Connect ESLint + Prettier Install: npm install -D eslint-config-prettier That’s it. Now ESLint won’t fight Prettier. 🐶 Step 5 — Setup Husky Initialize Husky: npx husky init Add pre-commit hook: npx husky add .husky/pre-commit "npx lint-staged" 🚀 Step 6 — Setup lint-staged Add to package.json : "lint-staged" : { "*.{js,jsx,ts,tsx}" : [ "eslint --fix" , "prettier --write" ] } 💡 What happens now? Every time you commit: ESLint checks your code Prettier formats it Only clean code gets committed No more: “fix formatting” PR comments broken lint rules in main branch inconsistent code styles 🧠 Real impact (from experience) After adding this to a team project: PR noise dropped a lot reviews

2026-07-14 原文 →