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  <!-- Category: prompt-engineering -->
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    <lastmod>2025-08-12</lastmod>
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  <!-- Category: ai-agent-engineering -->
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    <lastmod>2025-08-12</lastmod>
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  <!-- Category: rag -->
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    <lastmod>2025-08-12</lastmod>
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  <!-- Category: model-selection -->
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    <lastmod>2025-08-12</lastmod>
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  <!-- Category: agentic-techniques -->
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    <lastmod>2025-08-12</lastmod>
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  <!-- Category: model-optimization -->
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    <loc>https://aiproductengineerinterview.com/model-optimization</loc>
    <lastmod>2025-08-12</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.8</priority>
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  <!-- Category: evaluation -->
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    <loc>https://aiproductengineerinterview.com/evaluation</loc>
    <lastmod>2025-08-12</lastmod>
    <changefreq>monthly</changefreq>
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  <!-- Category: responsible-ai -->
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    <lastmod>2025-08-12</lastmod>
    <changefreq>monthly</changefreq>
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  <!-- Category: ai-ux -->
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    <lastmod>2025-08-12</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.8</priority>
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  <!-- Category: feedback-loops -->
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    <loc>https://aiproductengineerinterview.com/feedback-loops</loc>
    <lastmod>2025-08-12</lastmod>
    <changefreq>monthly</changefreq>
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  <!-- Category: rapid-prototyping -->
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    <lastmod>2025-08-12</lastmod>
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  <!-- Category: multimodal -->
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    <lastmod>2025-08-12</lastmod>
    <changefreq>monthly</changefreq>
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