📰 Dev.to · LayerZero

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

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

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

Cloud LLMs aren't expensive — they're priced to make you not think about cost per request. Here's the actual break-even math for going local in 2026, with the 4

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

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

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

An AI just opened a forgotten Bitcoin wallet worth $400K. The interesting part isn't the crypto — it's what it means for every password you've ever picked.

The TanStack npm compromise wasn't sophisticated — one maintainer's token was enough. Here are the three changes that actually shrink your blast radius.

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

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

Prompt engineering is over. Context engineering is the real skill — here are the five rules that separate agents that ship from agents that hallucinate.