Every week there's a new AI tool getting plastered across dev Twitter. Most of them are forgettable. A few are genuinely changing how engineers work.

Here's what actually sticks after tracking this space closely:

Tools with real staying power:

• Cursor / Windsurf — not just autocomplete, but actual code reasoning. Devs who adopt these early ship measurably faster.

• Claude for long-context tasks — architectural reviews, codebase summarization, writing specs from messy requirements.

• Vercel AI SDK — if you're building anything AI-powered, this removes so much plumbing.

Tools that get hyped but rarely survive real work:

• Most "no-code AI builders" collapse at the first edge case

• Prompt-only workflows without evals — great in demos, fail silently in production

The pattern that holds: Tools that win fit inside your existing workflow. They don't demand you rebuild around them.

I cover this weekly at CoreLoop — no sponsorships, no affiliate deals, just honest breakdowns of what's worth your time as an engineer.

What AI tools are you actually using day-to-day?