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    <title>Steve Poole</title>
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      <title>When AI Turns Against You: Deep Dive into Supply Chain Attacks</title>
      <description>I doesn’t get a free pass on security. The models, frameworks, and containers you pull into your stack carry the same supply chain risks as everything else, only in AI, the damage lands faster and is harder to spot. In this deep dive, we’ll show how attackers poison dependencies, backdoor pre-trained models, compromise containers, and abuse registries. Through live demos, you’ll see what these attacks look like in practice, how to spot the signals, and which defenses are worth your time. Whether you’re in Java, Python, or container land, you’ll leave with a clear picture of how AI supply chain attacks unfold and a playbook for staying ahead of them.
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      <content:encoded>I doesn’t get a free pass on security. The models, frameworks, and containers you pull into your stack carry the same supply chain risks as everything else, only in AI, the damage lands faster and is harder to spot. In this deep dive, we’ll show how attackers poison dependencies, backdoor pre-trained models, compromise containers, and abuse registries. Through live demos, you’ll see what these attacks look like in practice, how to spot the signals, and which defenses are worth your time. Whether you’re in Java, Python, or container land, you’ll leave with a clear picture of how AI supply chain attacks unfold and a playbook for staying ahead of them.
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      <pubDate>Sun, 23 Nov 2025 00:00:00 -0500</pubDate>
      <link>https://speakerdeck.com/spoole167/when-ai-turns-against-you-deep-dive-into-supply-chain-attacks</link>
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