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AI Coding AssistantsAI Safety & AlignmentZenn AI/MLPublished: Nov 6, 2026, 19:01 JST

AI-made tools on your own PC: fine in principle, but get a second AI to check

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AI-made tools on your own PC: fine in principle, but get a second AI to check

3 Key Points

  1. What happened

    The column argues running an AI-written tool locally keeps your photos off remote servers, since only what the code says gets executed — and advises having a different company's AI review that code first.

  2. Why it matters

    The AI that wrote the code can stay fixated on one assumption within the same chat, so a fresh chat, ideally with a rival AI, catches hidden data-sending or delete/overwrite behavior — a safeguard against leaks like the Singapore case in late September.

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Context & Analysis

The column takes a practical stance: the AI never touches your PC — whatever the code says is what happens when you run it — so the review should focus narrowly on code that communicates externally or deletes and overwrites files. Because an AI can cling to a wrong assumption for an entire chat, the review is deliberately handed to a fresh chat, and where possible to a different company's AI, since the same vendor's model may share the same blind spot. It even has the building AI write the review request, leaving out its own description of the code so the reviewer is not primed by it.

The cautionary case is the late-September Singapore incident. An employee sent a mass email to members using an AI-written program, and recipients could see each other's addresses — about 95,000 were exposed. Authorities said it was not an AI malfunction: the request never included "hide the recipients." The company now requires two or more people to check before a mass send, and the column points out the test send only confirmed the delivery log, never what the messages actually looked like.

The piece closes on a question it leaves hanging: when you paste reference articles or materials into a chat, the AI may be reading instructions from someone else hidden in that text. That concern about the inputs, not just the output, is left open.

FAQ
What can go wrong if I just run the code the AI gave me?
The column narrows the risk to two areas: anything that talks to the outside (connecting to the network, sending, downloading, installing) and anything that deletes, overwrites, or changes PC settings. For a photo-renaming tool, only the file names should change.
How do I set up an AI to warn me about risky code?
Ask it once to remember: whenever it writes code or commands that touch the outside or delete/overwrite files or change settings, warn first and explain what it does. If it says it could not save to memory, ask that AI how to enable memory, or paste the request into each new chat.
Can a test run prove the tool is safe?
No. The Singapore case — about 95,000 email addresses exposed in late September — involved a test send where only the delivery log was checked, not the content. The column says to verify results, not just that a step ran.
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