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    Home»Machine Learning»When Algorithms Become Ammunition | by James Kuhman | KAIRI AI | Aug, 2025
    Machine Learning

    When Algorithms Become Ammunition | by James Kuhman | KAIRI AI | Aug, 2025

    Team_AIBS NewsBy Team_AIBS NewsAugust 16, 2025No Comments2 Mins Read
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    Will you survive the primary AI casualty listing?

    Press enter or click on to view picture in full dimension

    Photograph by Massimo Botturi on Unsplash

    They step by way of the blast radius moments after the system detonates — code nonetheless smoking, dashboards bleeding purple. One other firm, gutted by its personal novelty. You understand the scene: an emergency all-hands name, webcams lighting anxious faces whereas workflows stall. Panic clicks by way of keyboards as a result of somebody turned free an untested mannequin that spewed false-positive bans at loyal prospects. No one remembers the pitch deck now. They bear in mind the silence that adopted the outage and the revenues that by no means returned.

    They’ve watched this cycle repeat sufficient occasions to hint the true wound: misplaced certainty. All people celebrates the demo; no one secures the trenches. Engineers promise precision, entrepreneurs promise magic, and the board indicators off as a result of the zeitgeist calls for it. Then the algorithms meet actuality — messy, variable, uninterested within the hype — and the cracks seem. In the end each integration turns into a battlefield between sign and noise, and management discovers what negligence actually prices.

    You may suppose the repair is technical. Scale up compute. Superb-tune with artificial knowledge. Rent extra scientists. These steps assist, but they miss the purpose. The hidden hazard isn’t uncooked efficiency; it’s institutional drift. As soon as a mannequin slots into manufacturing…



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