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    <title>DEV Community: scimtier</title>
    <description>The latest articles on DEV Community by scimtier (@scimiter).</description>
    <link>https://dev.to/scimiter</link>
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      <title>DEV Community: scimtier</title>
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      <title>Is there anyone who would like to research hallucinations in AI and ways to reduce costs?</title>
      <dc:creator>scimtier</dc:creator>
      <pubDate>Thu, 30 Jul 2026 01:22:46 +0000</pubDate>
      <link>https://dev.to/scimiter/is-there-anyone-who-would-like-to-research-hallucinations-in-ai-and-ways-to-reduce-costs-3pm7</link>
      <guid>https://dev.to/scimiter/is-there-anyone-who-would-like-to-research-hallucinations-in-ai-and-ways-to-reduce-costs-3pm7</guid>
      <description>&lt;p&gt;These days, with the development of the AI era, it seems there is a bottleneck&lt;br&gt;
Even if there are so many AI-related developers &lt;br&gt;
It seems like bottleneck issues, hallucination problems, and costs are unresolved issues&lt;br&gt;
Is there anyone who would like to do research together?&lt;br&gt;
In my own way, to solve this problem, I&lt;br&gt;
I did research on the library and uploaded it to GitHub&lt;br&gt;
Looking for someone to conduct research together&lt;/p&gt;

&lt;p&gt;[ Draft Answer ]&lt;br&gt;
      |&lt;br&gt;
      v&lt;br&gt;
[ Claim -&amp;gt; Attack -&amp;gt; Evidence ]&lt;br&gt;
      |&lt;br&gt;
      v&lt;br&gt;
[ Judge Verdict ]&lt;br&gt;
   | pass      | patch/rewrite&lt;br&gt;
   v           v&lt;br&gt;
[ Ship ]   [ Retry with feedback ]&lt;/p&gt;

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      <title>Why AI Agents Need Budget Control</title>
      <dc:creator>scimtier</dc:creator>
      <pubDate>Wed, 29 Jul 2026 11:35:57 +0000</pubDate>
      <link>https://dev.to/scimiter/why-ai-agents-need-budget-control-1dgc</link>
      <guid>https://dev.to/scimiter/why-ai-agents-need-budget-control-1dgc</guid>
      <description>&lt;p&gt;These days, in the age of AI, there are many active activities&lt;br&gt;
I conduct a lot of research on AI, run tests, and produce deliverables&lt;/p&gt;

&lt;p&gt;Most AI agent frameworks optimize for autonomy.&lt;/p&gt;

&lt;p&gt;Your agents can think freely.&lt;br&gt;
They cannot spend freely.&lt;/p&gt;

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