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        <title>Working Notes</title>
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&lt;hr&gt;
&lt;h1 id=&#34;working-notes&#34;&gt;Working Notes
&lt;/h1&gt;&lt;p&gt;&lt;strong&gt;Exploring AI, Machine Learning, and Graphs — with Limited Resources&lt;/strong&gt;&lt;/p&gt;
&lt;p&gt;This blog is a technical notebook to explore topics I’m curious about and bridge the gap between theory and practice through hands-on experiments. Everything here—code, data, and analysis—is hosted on GitHub to ensure others can inspect, reproduce, or build upon my work.&lt;/p&gt;
&lt;hr&gt;
&lt;h3 id=&#34;current-interests--research-ideas&#34;&gt;Current Interests &amp;amp; Research Ideas
&lt;/h3&gt;&lt;p&gt;These are topics I am thinking about:&lt;/p&gt;
&lt;ul&gt;
&lt;li&gt;&lt;strong&gt;AI &amp;amp; Machine Learning:&lt;/strong&gt; LLM fine-tuning, data poisoning, and predictive modeling (academic challenges/real-world data).&lt;/li&gt;
&lt;li&gt;&lt;strong&gt;Graph Theory &amp;amp; Network Science:&lt;/strong&gt; Analyzing political networks (parliamentary voting behavior) and modeling epidemic spreads.&lt;/li&gt;
&lt;li&gt;&lt;strong&gt;Quantum Computing &amp;amp; Cryptography:&lt;/strong&gt; Exploring the fundamentals of quantum information—such as running single-qubit circuits via the Felis framework and Alice &amp;amp; Bob’s cat qubit technology.&lt;/li&gt;
&lt;li&gt;&lt;strong&gt;Decision Systems &amp;amp; Strategy:&lt;/strong&gt; Game theory applied to sports (tennis) or board games, and reinforcement learning.&lt;/li&gt;
&lt;li&gt;&lt;strong&gt;Reflections on AI &amp;amp; Sovereignty:&lt;/strong&gt; Analyzing how Large Language Models shape public opinion and impact democratic stability. I’m particularly interested in the dominance of a few tech giants and how states leverage these tools to project influence and challenge national autonomy.&lt;/li&gt;
&lt;/ul&gt;
&lt;hr&gt;
&lt;h3 id=&#34;the-low-tech-constraint&#34;&gt;The &amp;ldquo;Low-Tech&amp;rdquo; Constraint
&lt;/h3&gt;&lt;p&gt;I run my experiments on a &lt;strong&gt;2017 MacBook Air (8GB RAM, Dual-Core i5)&lt;/strong&gt; without paid cloud services.
This constraint encourages me to focus on small LLMs and lightweight techniques like LoRA. For me, it’s about deep understanding and efficiency rather than massive scale.&lt;/p&gt;
&lt;hr&gt;
&lt;h2 id=&#34;closing-note&#34;&gt;Closing Note
&lt;/h2&gt;&lt;p&gt;This is a space for curiosity and open-source collaboration. Everything shared here is open for you to reuse, adapt, or critique. If a project sparks your interest, feel free to dive in and share your findings.&lt;/p&gt;
&lt;blockquote&gt;
&lt;p&gt;Photo by &lt;a class=&#34;link&#34; href=&#34;https://unsplash.com/@pawel_czerwinski&#34;  target=&#34;_blank&#34; rel=&#34;noopener&#34;
    &gt;Pawel Czerwinski&lt;/a&gt; on &lt;a class=&#34;link&#34; href=&#34;https://unsplash.com/&#34;  target=&#34;_blank&#34; rel=&#34;noopener&#34;
    &gt;Unsplash&lt;/a&gt;&lt;/p&gt;
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