<?xml version="1.0" encoding="UTF-8"?><rss version="2.0"><channel><title>Engineering notes · Samuel Hernández</title><description>Notes on backend systems, correctness, reliability and applied AI engineering by Samuel Hernández.</description><link>https://samhernandezc.bkode.lat</link><language>en</language><item><title>Deterministic rules on top of changing data</title><link>https://samhernandezc.bkode.lat/notes/deterministic-rules-changing-data</link><guid isPermaLink="true">https://samhernandezc.bkode.lat/notes/deterministic-rules-changing-data</guid><description>Why a system that computes from rules and then recommends from live data should keep those two steps apart, and how that changes persistence and testing.</description><pubDate>Mon, 05 Oct 2026 00:00:00 GMT</pubDate><category>system design</category><category>correctness</category><category>testing</category></item></channel></rss>