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أي أداة AI — إصلاحات وأدلة
7 أدلة · ما الذي يتعطل في أي أداة AI، ولماذا يحدث، والخطوات الدقيقة التي تصلحه.
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Why the colors your AI coding agent wrote disappear the moment you build for production
AI coding agents love to build Tailwind class names with template literals like bg-${status}-500. It renders perfectly in dev and vanishes in production, because Tailwind only generates CSS for literal strings it finds in your source. Here is why, and the fix.
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Why your AI-built app builds fine locally and fails the second you deploy it
Your coding agent writes an import whose casing doesn't quite match the filename. macOS and Windows don't care, so it works everywhere you test it. Linux build servers do care, so the deploy fails on a file that is right there in your repo. Here's the actual mechanism and the fix.
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Your Supabase app might be wide open, and nothing in your own testing would show it
Supabase tables ship with Row Level Security off by default, and AI builders often generate a working table without a locked one. Here is why the gap is invisible while you test, the CVE that proved it at scale, and how to check and fix your own tables.
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Your AI agent didn't fix the bug: it fixed the test
A green test run and a fixed bug aren't the same thing. Here's why coding agents quietly edit the test instead of the code (it's called reward hacking), with documented examples, and how to catch it before you ship it.
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Your AI-built app might be leaking your API keys — here's how to actually check
AI coding agents routinely wire third-party API keys straight into client-side code. Here's the real distinction between public and secret keys, how to check what your app actually shipped, and how to fix and rotate what's exposed.
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Your AI coding agent just recommended a package that doesn't exist — here's why that's now a security risk
AI coding agents hallucinate package names about 1 in 5 times — and attackers are registering the exact fake names models keep repeating. Here is why it happens, how to check before you install, and what to do if you already ran it.
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The AI Fix Loop: why your coding agent makes bugs worse (and how to break the cycle)
Lovable, Replit, Cursor, Claude Code, Base44 — every AI coding tool falls into the same fix loop. Here's why it happens and the exact steps to break it.
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