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⚡ AI Lessons

Dev.to · LayerZero
💻 AI-Assisted Coding
⚡ AI Lesson
4w ago
Anthropic told you how they use Claude Code skills. The buried line: your skills/ directory is now a hiring signal.
Anthropic's engineering team published a post on how they actually use Claude Code skills inside the company. Most readers will copy the patterns. The actually

Dev.to · LayerZero
🤖 AI Agents & Automation
⚡ AI Lesson
1mo ago
Opus 4.8 ships Dynamic Workflows — hundreds of parallel subagents per session. Read this before you wire it into prod.
Anthropic's Opus 4.8 launch slid Dynamic Workflows in as a preview feature. The blog post called it a "hundreds of parallel subagents" feature in one line. That

Dev.to · LayerZero
🤖 AI Agents & Automation
⚡ AI Lesson
1mo ago
Anthropic just spelled out why your agent works in dev and dies in prod. Five fixes, ranked by what they cost.
A Reddit thread with 138 upvotes pinned why 90% of non-coding AI agents fail in production. The thread is right about the symptom and wrong about the cure. Here

Dev.to · LayerZero
🛠️ AI Tools & Apps
⚡ AI Lesson
1mo ago
Microsoft just canceled its Claude Code licenses. Read past the headline before you renew yours.
Microsoft just pulled its Claude Code licenses. The headline is loud — the real story is what every other company will do over the next 90 days. Three forces, f

Dev.to · LayerZero
🔐 Cybersecurity
⚡ AI Lesson
1mo ago
3,800 GitHub repos got breached by one VSCode extension. Here's the 5-minute audit that saves yours.
GitHub just confirmed 3,800 repos got breached through one malicious VSCode extension. Here's the 5-minute audit every vibe coder should run tonight — before th

Dev.to · LayerZero
⚡ AI Lesson
1mo ago
AI Gateway vs MCP Gateway vs Agent Gateway: Which One Do You Actually Need?
Three things in your AI stack are called "gateway" — and they solve completely different problems. Here's when you actually need each one, in the order you'll h

Dev.to · LayerZero
💻 AI-Assisted Coding
⚡ AI Lesson
1mo ago
One AI code review pass isn't enough. Here's the loop that actually catches bugs.
Most teams run their AI code reviewer once and ship. That's why production keeps breaking. Here's the 5-pass loop — and the prompt trick — that actually catches

Dev.to · LayerZero
🔐 Cybersecurity
⚡ AI Lesson
1mo ago
Your next supply-chain attack will come from a package you've never heard of
The TanStack npm compromise wasn't sophisticated — one maintainer's token was enough. Here are the three changes that actually shrink your blast radius.

Dev.to · LayerZero
🛡️ AI Safety & Ethics
⚡ AI Lesson
1mo ago
AI Is Breaking Two Vulnerability Cultures — And Vibe Coders Are About to Get Caught in the Middle
AI just broke disclosure culture and bounty culture in the same quarter. If you ship with Claude or Cursor, the fallout lands on you. Here are the three guardra

Dev.to · LayerZero
💻 AI-Assisted Coding
⚡ AI Lesson
1mo ago
Stop Letting AI Write Your Database Migrations
AI is great at writing app code. With database migrations, it's a loaded gun. Here's how vibe coders are losing customer data — and the three guardrails that pr
DeepCamp AI