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Posts  /  #AI  /  No more “standard” to copy: the age of those who adapt ⚡
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#AI

No more “standard” to copy: the age of those who adapt ⚡

TD
Toan Dinh Nguyen
Oct 19, 2026 · 1 min read

We used to have a roadmap: follow the best practices and you’re fine.
With AI, there’s no textbook that’s 100% right 🤷. Tools change constantly, and what works for one person may not work for another.

Two common ways of using AI, both not enough

  • 🔍 A smarter Google: safe, but it only scratches the surface.

  • 🎲 Handing everything to AI: fast, but you can’t tell when it’s wrong, and you learn nothing.

What needs to change: learning to adapt 🔄

  • 🧪 Try it on your own work, starting small.

  • 📏 Measure, don’t trust your gut. Research has found developers using AI were slower yet still believed they were faster.

  • 🛡️ Stay within safe boundaries: no sensitive data in unapproved tools.

  • 🧠 Keep your judgment: AI can do a lot, but deciding what’s worth doing and what’s good enough is still yours.

  • 🤝 Share what you find. With no common standard, your teammates’ real experience is the best documentation.

🚀 Don’t ask “what’s the right way?” Ask: “what works for my job, and have I measured it?”

##ai#ai#research
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Two common ways of using AI, both not enoughWhat needs to change: learning to adapt 🔄

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