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    <title>Hamza Khaled Mahmoud — AI Engineering Notes</title>
    <link>https://h19overflow.github.io/Portfolio/</link>
    <description>Essential practical notes on AI systems, agents, tooling, orchestration, security, and evals.</description>
    <language>en</language>
    <item>
      <title>Prompt Engineering for Capable AI Agents</title>
      <link>https://h19overflow.github.io/Portfolio/share/article-prompt-engineering.html</link>
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      <pubDate>Fri, 19 Jun 2026 00:00:00 GMT</pubDate>
      <description>A practical guide to prompting stronger AI agents: capture your real intent, rewrite it into context, define autonomy, and make verification part of the task.</description>
      <category>Prompting</category>
    </item>
    <item>
      <title>Your AI Agent's Memory Is Not One Thing</title>
      <link>https://h19overflow.github.io/Portfolio/share/article-memory-system.html</link>
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      <pubDate>Fri, 19 Jun 2026 00:00:00 GMT</pubDate>
      <description>A practical guide to separating durable memory, turn recall, and transcripts so AI agents stay reliable, cache-friendly, and safe.</description>
      <category>Memory</category>
    </item>
    <item>
      <title>Stop Turning Agent Workflows Into Tools. Use Skills Instead.</title>
      <link>https://h19overflow.github.io/Portfolio/share/article-skills-system.html</link>
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      <pubDate>Thu, 18 Jun 2026 00:00:00 GMT</pubDate>
      <description>Why reusable agent workflows belong in loadable skills instead of bloated tool lists or overloaded system prompts.</description>
      <category>Skills</category>
    </item>
    <item>
      <title>Subagents Are Bounded Workers, Not Magic</title>
      <link>https://h19overflow.github.io/Portfolio/share/article-orchestration-system.html</link>
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      <pubDate>Wed, 17 Jun 2026 00:00:00 GMT</pubDate>
      <description>A bounded-worker model for subagents: delegate investigation and implementation without losing authority, isolation, or supervision.</description>
      <category>Orchestration</category>
    </item>
    <item>
      <title>Evals Are a Feedback System, Not a Benchmark</title>
      <link>https://h19overflow.github.io/Portfolio/share/article-evals-system.html</link>
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      <pubDate>Tue, 16 Jun 2026 00:00:00 GMT</pubDate>
      <description>How production AI evals become a feedback loop for tasks, tools, state, safety, cost, latency, and regression control.</description>
      <category>Evaluation</category>
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