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    <title>Ahmed Mostafa: Notes on product thinking</title>
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    <description>Short, practical notes on product work in regulated and enterprise contexts, by Ahmed Mostafa.</description>
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    <lastBuildDate>Tue, 11 Aug 2026 09:00:00 +0000</lastBuildDate>
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      <title>Your backlog is a contract, not a to-do list</title>
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      <pubDate>Tue, 11 Aug 2026 09:00:00 +0000</pubDate>
      <description>In a regulated product, every user story is an agreement between compliance, engineering, and the business. Treating the backlog that way is what actually cuts rework.</description>
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      <title>Turning a sprawling API into a five-step wizard</title>
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      <pubDate>Mon, 06 Jul 2026 09:00:00 +0000</pubDate>
      <description>A real client PRD, reverse-engineered. How I turned a large, prerequisite-heavy Meta API surface into a flow a non-technical founder could finish without a manual.</description>
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      <title>What an engineering background changes, and what it doesn't</title>
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      <pubDate>Tue, 19 May 2026 09:00:00 +0000</pubDate>
      <description>Not the cliches. The specific, concrete ways an Electronics and Communications Engineering background changes how I pressure-test feasibility and talk to engineering teams.</description>
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      <title>The stakeholder map nobody draws</title>
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      <pubDate>Thu, 02 Apr 2026 09:00:00 +0000</pubDate>
      <description>In a regulated fintech product, legal, compliance, delivery, and ops all have to say yes before a feature ships. Here's the map I actually use, and why silence isn't a signature.</description>
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      <title>Your pricing dashboard is a trust problem, not a data problem</title>
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      <pubDate>Tue, 24 Feb 2026 09:00:00 +0000</pubDate>
      <description>Pricing and operational dashboards fail for a different reason than most PMs think. It's rarely the data. It's who's allowed to disagree with what the dashboard says.</description>
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      <title>The best scope cuts happen in discovery, not sprint three</title>
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      <pubDate>Tue, 13 Jan 2026 09:00:00 +0000</pubDate>
      <description>Discovery sessions are where scope gaps are cheapest to find. Most teams find them in sprint three instead, after they've already been built around.</description>
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      <title>A curriculum is a product roadmap wearing a different outfit</title>
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      <pubDate>Mon, 08 Dec 2025 09:00:00 +0000</pubDate>
      <description>Designing a coding and robotics curriculum for K-12 students taught me more about roadmapping under real constraints than most software projects have.</description>
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      <title>I learned product-market fit before I had the words for it</title>
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      <pubDate>Mon, 17 Nov 2025 09:00:00 +0000</pubDate>
      <description>Years before I could define product-market fit, I was doing a version of it: matching training programs to what students actually needed, not what looked good in a brochure.</description>
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