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    <title>Alex Kopytov - Blog</title>
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    <description>Notes on full-stack engineering and AI/LLM: RAG pipelines in production, AI code review, running sprints with demos.</description>
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        <title>RAG pipelines in production: what breaks after the demo</title>
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        <pubDate>Sat, 26 Sep 2026 12:00:00 GMT</pubDate>
        <description>Chunking, retrieval quality, cost and evals - the four places where a RAG demo quietly dies on the way to production.</description>
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        <title>AI code review in a real team: CodeCritic lessons</title>
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        <pubDate>Sat, 26 Sep 2026 12:00:00 GMT</pubDate>
        <description>What a year of running AI code review on real pull requests taught me about prompts, noise, trust and where AI actually saves review time.</description>
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        <title>How I run 1-2 week sprints with demos</title>
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        <pubDate>Sat, 26 Sep 2026 12:00:00 GMT</pubDate>
        <description>The sprint format I use with clients: fixed scope, weekly demo, honest estimates - and why it keeps projects predictable.</description>
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