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As AI automates code production many are concerned that software engineering could be "cooked" and made obsolete by automation.

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Microsoft flagged 8.3 billion phishing emails as attackers turned to QR codes, fake CAPTCHAs, PhaaS kits, and file-based payloads.

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Then imagine it replying: "Sorry, the website won't let me in." That's the quiet failure mode behind most AI agents today.

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