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  <title>Aman Jain — Blog</title>
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  <description>Technical deep-dives on ranking systems, entity resolution, agentic AI, and ML infrastructure.</description>
  <language>en</language>
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    <title>N=1 Personalization: Replacing 25 Cohorts with User-Level Ranking</title>
    <link>https://amanjain.codes/blog/n1-personalization-cars24/</link>
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    <pubDate>Fri, 02 Oct 2026 09:00:00 +0000</pubDate>
    <description>From cohort-based defaults to true user-level personalization at Cars24 UAE — +150% Click Recall@50, +16% buyer conversion, and solving cold-start for 35% of the user base.</description>
    <category>Recommendation Systems</category>
    <category>Personalization</category>
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  <item>
    <title>Building a Neuro-Symbolic Trading Platform Under SEBI Compliance</title>
    <link>https://amanjain.codes/blog/agentic-trading-platform/</link>
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    <pubDate>Thu, 01 Oct 2026 09:00:00 +0000</pubDate>
    <description>How I architected a 5-layer system where LLMs plan and deterministic policy engines execute — zero hallucination-induced regulatory breach, by design.</description>
    <category>Agentic AI</category>
    <category>Infrastructure</category>
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