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

L
LangChain Blog
N
News and Events Feed by Topic
T
Tor Project blog
AI
AI
S
Schneier on Security
Exploit-DB.com RSS Feed
Exploit-DB.com RSS Feed
Hacker News: Ask HN
Hacker News: Ask HN
Spread Privacy
Spread Privacy
The Last Watchdog
The Last Watchdog
B
Blog
G
GRAHAM CLULEY
Recent Commits to openclaw:main
Recent Commits to openclaw:main
W
WeLiveSecurity
GbyAI
GbyAI
Hacker News - Newest:
Hacker News - Newest: "LLM"
C
Check Point Blog
SecWiki News
SecWiki News
Y
Y Combinator Blog
I
Intezer
S
Securelist
WordPress大学
WordPress大学
小众软件
小众软件
Google DeepMind News
Google DeepMind News
Cyber Security Advisories - MS-ISAC
Cyber Security Advisories - MS-ISAC
美团技术团队
Schneier on Security
Schneier on Security
F
Full Disclosure
D
Darknet – Hacking Tools, Hacker News & Cyber Security
P
Proofpoint News Feed
Jina AI
Jina AI
奇客Solidot–传递最新科技情报
奇客Solidot–传递最新科技情报
Help Net Security
Help Net Security
P
Privacy International News Feed
N
News and Events Feed by Topic
人人都是产品经理
人人都是产品经理
The Register - Security
The Register - Security
Application and Cybersecurity Blog
Application and Cybersecurity Blog
MyScale Blog
MyScale Blog
Vercel News
Vercel News
H
Hackread – Cybersecurity News, Data Breaches, AI and More
T
Threatpost
H
Help Net Security
freeCodeCamp Programming Tutorials: Python, JavaScript, Git & More
G
Google Developers Blog
T
Tailwind CSS Blog
L
Lohrmann on Cybersecurity
Forbes - Security
Forbes - Security
C
Cisco Blogs
The GitHub Blog
The GitHub Blog
博客园 - 司徒正美

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
Norway Just Banned AI in Elementary Schools. Here's What That Actually Means.
Md Jamilur Rahman · 2026-06-20 · via DEV Community

Norway imposed a near-ban on generative AI for students in grades one through seven. That's kids aged six to thirteen. No more ChatGPT for writing assignments, no more AI-powered brainstorming on school devices. The Reuters story dropped June 19 and the HN thread hit 449 points with 292 comments, which tells you people have feelings about this.

I've been going back and forth on it all day. Part of me thinks it's obviously right. Part of me thinks it's a surrender.

What Norway Actually Did

The policy splits students into three tiers:

  • Grades 1–7 (ages 6–13): No generative AI, as a general rule. Full stop.
  • Grades 8–10 (ages 14–16): Can use AI tools cautiously, under teacher supervision.
  • Grades 11–13 (ages 17–19): Should learn to use AI so they're prepared for work and further education.

This isn't a one-off experiment. In 2024, the Norwegian government banned smartphones from schools and gave teachers more authority to enforce discipline. The AI ban follows the same logic: test scores have been declining, and screens aren't helping.

When the government says students need to "learn to read, write and comprehend text" without AI shortcuts, they're responding to something real.

What a Norwegian Parent Actually Saw

A HN commenter named bendriv, a parent with three kids in school, gave the most useful firsthand account. ChatGPT was whitelisted on school iPads. Teachers were using it for writing assignments, brainstorming, and even speeches.

The school-provided iPads had chatgpt.com whitelisted. Teachers were handing students AI-generated exercises that were, in another parent's words, "quite frankly entirely wrong."

A parent called a meeting with their daughter's math teacher to point out the errors. The teacher's response? They questioned the parent's knowledge because "AI is foolproof."

That's the part nobody talks about. Teachers themselves often don't understand what the tools are doing. They're not evaluating the output — they're assuming it's correct because it looks confident.

The Equity Problem Nobody Wants to Discuss

A HN commenter named Jimmc414 put this bluntly:

A school ban doesn't ban AI at home. It bans the equalizing version. Kids in educated, rich households will get AI exposure from parents. Kids without that won't get it anywhere.

This is a real problem. If wealthy families are teaching their kids to use AI tools effectively while poorer families can't, the school was the one institution that could narrow the gap. Removing it doesn't help.

I don't have a clean answer for this. Neither does anyone else, which is probably why Norway didn't ban AI for older students. They're making a judgment call: kids under 13 need foundational skills first. The tools can wait.

What the Evidence Actually Says

A commenter named JumpCrisscross pointed out: "We have mounting evidence AI hurts learning and cognition in many circumstances. I have not yet seen similar-quality evidence for it helping."

That's not entirely true — there are studies showing AI tutors can help with certain types of math learning when used correctly. But the research on young children and generative AI is thin, and what exists is mixed.

The teacher subreddit r/teachers isn't a scientific study, but it's a useful temperature check. Teachers there describe AI as a "disaster for student outcomes." Students turn in obviously AI-written work, lose the ability to structure their own arguments, and become dependent on the tools for basic tasks.

One commenter nailed it: "AI is both the best technology ever invented for avoiding learning, and the best technology ever invented for learning."

For adults who already know how to think, AI is a productivity multiplier. For kids who are still learning how to think, it might be a crutch that never gets removed.

What Are Schools Actually For?

simonw in the HN thread: "Kids under 13 need to learn to read, write and comprehend text. Generative AI is not going to help them with those skills."

He's right. But the deeper question is harder. If AI is going to be everywhere in these kids' adult lives — at work, in creative projects, in everyday decision-making — is it better to introduce it early so they learn to use it critically? Or build the foundations first, then add the tools?

Norway chose the second option. I'm not sure they're wrong, but I'm not sure they're right either.

The gifted student take is interesting. One commenter argued that if Norway can't harness AI, there's something deeply wrong with the education system. There's something to that — a system that can't integrate new tools without breaking was probably already fragile.

But that assumes the system can integrate AI without breaking. The evidence so far suggests it can't, at least not for young kids.

What Happens Next

Norway is the first country-level ban targeting children. Other Nordic countries are watching. Germany and France are debating similar restrictions. The UK has gone the opposite direction, encouraging schools to integrate AI. The US has no federal policy — individual districts are making it up as they go.

Norway's smartphone ban of 2024 became a model other countries studied. The AI ban might follow the same path. Or it might make Norway an outlier that everyone points to but nobody copies.

For anyone building edtech: the market for AI tools in elementary schools just lost its largest early adopter. Tools that give teachers control — monitoring, filtering, guided use — are probably more viable now than tools that hand students direct access. Norway's Sikt system, which lets teachers monitor AI use, is a model for this.

The Part I Keep Coming Back To

I don't think Norway is overreacting. The evidence that AI helps young kids learn is weak. The evidence that it hurts is growing. And the teachers actually in classrooms, not the ones writing think pieces, are worried.

But a ban isn't a solution. It's a pause. Norway is buying time while it figures out what AI in elementary education should look like. The question is whether other countries use that time wisely or keep pretending the problem doesn't exist.

Five years from now, when today's second graders are in middle school, we'll have some data on whether this helped. That's not a satisfying answer. But it's an honest one.


Based on Reuters reporting (June 19, 2026) and HN community discussion (449 points, 292 comments).