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    <title>netcausal.ai Blog</title>
    <link>https://netcausal.ai/blog</link>
    <description>Insights on causal AI, enterprise infrastructure, and leadership from Raghu Mudumbai</description>
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      <title><![CDATA[AI from Scratch #1: Your Brain is a Neural Network (Literally)]]></title>
      <link>https://netcausal.ai/blog/ai-from-scratch-neural-networks</link>
      <description><![CDATA[You already know how neural networks work — you just don't know it yet. Every time you catch a ball, recognize a face, or learn from a mistake, your brain is doing exactly what AI does.]]></description>
      <pubDate>Sun, 15 Mar 2026 00:00:00 GMT</pubDate>
      <author>Raghu Mudumbai</author>
      <guid isPermaLink="true">https://netcausal.ai/blog/ai-from-scratch-neural-networks</guid>
    </item>
    <item>
      <title><![CDATA[AI from Scratch #2: Netflix Knows You Better Than Your Friends]]></title>
      <link>https://netcausal.ai/blog/ai-from-scratch-recommendation-systems</link>
      <description><![CDATA[How does Netflix know you'll love a show you've never heard of? The same way your best friend picks the perfect restaurant — by knowing your patterns better than you do.]]></description>
      <pubDate>Sat, 14 Mar 2026 00:00:00 GMT</pubDate>
      <author>Raghu Mudumbai</author>
      <guid isPermaLink="true">https://netcausal.ai/blog/ai-from-scratch-recommendation-systems</guid>
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    <item>
      <title><![CDATA[AI from Scratch #3: Why Autocomplete Gets Smarter Over Time]]></title>
      <link>https://netcausal.ai/blog/ai-from-scratch-language-models</link>
      <description><![CDATA[You finish your best friend's sentences all the time. ChatGPT does the same thing — except it read the entire internet first. Here's how language models actually work.]]></description>
      <pubDate>Fri, 13 Mar 2026 00:00:00 GMT</pubDate>
      <author>Raghu Mudumbai</author>
      <guid isPermaLink="true">https://netcausal.ai/blog/ai-from-scratch-language-models</guid>
    </item>
    <item>
      <title><![CDATA[AI from Scratch #4: How AI Learned to Beat You at Video Games]]></title>
      <link>https://netcausal.ai/blog/ai-from-scratch-reinforcement-learning</link>
      <description><![CDATA[You trained your dog with treats. You learned to skateboard by eating pavement. AI learns the exact same way — by trying stuff, failing, and chasing rewards.]]></description>
      <pubDate>Thu, 12 Mar 2026 00:00:00 GMT</pubDate>
      <author>Raghu Mudumbai</author>
      <guid isPermaLink="true">https://netcausal.ai/blog/ai-from-scratch-reinforcement-learning</guid>
    </item>
    <item>
      <title><![CDATA[AI from Scratch #5: How Your Phone Recognizes Your Face (Even with Sunglasses)]]></title>
      <link>https://netcausal.ai/blog/ai-from-scratch-computer-vision</link>
      <description><![CDATA[You can spot your best friend across a packed cafeteria in half a second. Your phone does the same thing — here's how computer vision actually works.]]></description>
      <pubDate>Wed, 11 Mar 2026 00:00:00 GMT</pubDate>
      <author>Raghu Mudumbai</author>
      <guid isPermaLink="true">https://netcausal.ai/blog/ai-from-scratch-computer-vision</guid>
    </item>
    <item>
      <title><![CDATA[AI from Scratch #6: How AI Creates Art from Words]]></title>
      <link>https://netcausal.ai/blog/ai-from-scratch-generative-ai</link>
      <description><![CDATA[Type 'a golden retriever giving a TED talk about quantum physics' and AI will draw it. Here's how text-to-image AI actually works — and why it starts with pure static.]]></description>
      <pubDate>Tue, 10 Mar 2026 00:00:00 GMT</pubDate>
      <author>Raghu Mudumbai</author>
      <guid isPermaLink="true">https://netcausal.ai/blog/ai-from-scratch-generative-ai</guid>
    </item>
    <item>
      <title><![CDATA[Why Causal AI Will Replace Correlation-Based Systems]]></title>
      <link>https://netcausal.ai/blog/why-causal-ai-will-replace-correlation</link>
      <description><![CDATA[The difference between P(Y|T,X) and P(Y|do(T)) is worth billions. Here's why enterprises need to move beyond statistical shadows to causal understanding.]]></description>
      <pubDate>Tue, 10 Mar 2026 00:00:00 GMT</pubDate>
      <author>Raghu Mudumbai</author>
      <guid isPermaLink="true">https://netcausal.ai/blog/why-causal-ai-will-replace-correlation</guid>
    </item>
    <item>
      <title><![CDATA[AI from Scratch #7: Why AI Can Be Accidentally Unfair]]></title>
      <link>https://netcausal.ai/blog/ai-from-scratch-bias-fairness</link>
      <description><![CDATA[If you only ever ate your mom's cooking, you'd think that's what all food tastes like. AI has the same problem — it can only know what it's been trained on.]]></description>
      <pubDate>Mon, 09 Mar 2026 00:00:00 GMT</pubDate>
      <author>Raghu Mudumbai</author>
      <guid isPermaLink="true">https://netcausal.ai/blog/ai-from-scratch-bias-fairness</guid>
    </item>
    <item>
      <title><![CDATA[AI from Scratch #8: How AI Learns Shortcuts (Just Like You)]]></title>
      <link>https://netcausal.ai/blog/ai-from-scratch-transfer-learning</link>
      <description><![CDATA[Learning Spanish after French is way easier than starting from zero. AI does the same thing — it transfers knowledge between tasks. Here's why that's a game-changer.]]></description>
      <pubDate>Sun, 08 Mar 2026 00:00:00 GMT</pubDate>
      <author>Raghu Mudumbai</author>
      <guid isPermaLink="true">https://netcausal.ai/blog/ai-from-scratch-transfer-learning</guid>
    </item>
    <item>
      <title><![CDATA[AI from Scratch #9: When AI Starts Making Its Own Decisions]]></title>
      <link>https://netcausal.ai/blog/ai-from-scratch-ai-agents</link>
      <description><![CDATA[There's a big difference between asking for directions and handing someone your car keys. AI agents don't just answer questions — they take actions. Here's how.]]></description>
      <pubDate>Sat, 07 Mar 2026 00:00:00 GMT</pubDate>
      <author>Raghu Mudumbai</author>
      <guid isPermaLink="true">https://netcausal.ai/blog/ai-from-scratch-ai-agents</guid>
    </item>
    <item>
      <title><![CDATA[AI from Scratch #10: Will AI Take Your Job? (Honest Answer)]]></title>
      <link>https://netcausal.ai/blog/ai-from-scratch-future-of-ai</link>
      <description><![CDATA[Calculators didn't replace mathematicians. ATMs didn't replace banks. Here's what actually happens when AI changes the world — and why the answer should make you optimistic.]]></description>
      <pubDate>Fri, 06 Mar 2026 00:00:00 GMT</pubDate>
      <author>Raghu Mudumbai</author>
      <guid isPermaLink="true">https://netcausal.ai/blog/ai-from-scratch-future-of-ai</guid>
    </item>
    <item>
      <title><![CDATA[Zero Trust at Scale: Lessons from a $200M SOC Transformation]]></title>
      <link>https://netcausal.ai/blog/zero-trust-at-scale</link>
      <description><![CDATA[Building an autonomous security operations center with agentic AI, zero-trust architecture, and real-time threat hunting — before the industry had a name for it.]]></description>
      <pubDate>Sat, 28 Feb 2026 00:00:00 GMT</pubDate>
      <author>Raghu Mudumbai</author>
      <guid isPermaLink="true">https://netcausal.ai/blog/zero-trust-at-scale</guid>
    </item>
    <item>
      <title><![CDATA[CCIE to Causal AI]]></title>
      <link>https://netcausal.ai/blog/from-ccie-to-causal-ai</link>
      <description><![CDATA[The path from writing C code for card payment security to founding an AI company was never straight — but every step built toward the same insight.]]></description>
      <pubDate>Fri, 20 Feb 2026 00:00:00 GMT</pubDate>
      <author>Raghu Mudumbai</author>
      <guid isPermaLink="true">https://netcausal.ai/blog/from-ccie-to-causal-ai</guid>
    </item>
    <item>
      <title><![CDATA[Building AI-Native Platforms for Service Providers]]></title>
      <link>https://netcausal.ai/blog/ai-native-platforms-for-service-providers</link>
      <description><![CDATA[Service providers face a unique challenge: delivering enterprise-grade security, communications, and DDI at massive scale while keeping costs viable. AI-native architecture is the answer.]]></description>
      <pubDate>Sun, 15 Feb 2026 00:00:00 GMT</pubDate>
      <author>Raghu Mudumbai</author>
      <guid isPermaLink="true">https://netcausal.ai/blog/ai-native-platforms-for-service-providers</guid>
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