The Day ChatGPT Lost Its Eyes — How a Dify + Firecrawl Stack Kept Working

体験談・スピンオフ

🔗 日本語版はこちら
🔗 AI学習ログまとめはこちら


What happened on Oct 10, 2025

On the morning of October 10th (JST), ChatGPT suddenly stopped opening external URLs via open_url.
No error, no warning—just silence. Search-style answers still worked, which is why most users didn’t notice.
But the ability to open and read a specific page vanished.


Why many users didn’t notice

web.search() continued to return summaries. For everyday queries, that feels “good enough.”
Only when you ask ChatGPT to open a specific URL and extract a concrete field (like the page title) does the failure appear.


My stack didn’t stop

Ten days before this event, I had finished a Dify + Firecrawl setup.
So when open_url stopped, my system still worked.

  • Firecrawl crawls and normalizes web data
  • Dify stores that data as Knowledge
  • ChatGPT only generates answers based on my Knowledge, not live URLs

Because of that, I could keep “reading the world” through my own architecture.


Why this matters

This isn’t a random bug — it’s a structural shift.
AI systems are being redefined to use controlled, licensed retrieval paths.
From “freely reading the web” to “reading through designed architectures.”


Design, not usage

That’s why I say: Stop just using AI. Start designing it.
Because the tools will keep changing,
but your own system will always adapt.


🌍 English readers: You can read this article in your language using your browser’s translate feature.
This post shares first-hand insights from Japan about AI and ChatGPT updates.


🔗 Japanese Original (KenjiNext47AI)
🔗 Series Hub — AI Learning Summary

次:AIカードとの再会で気づいた“体験の力”

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