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    <title>Tool Schemas on Programmer.ie: Modern AI programming</title>
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    <description>Recent content in Tool Schemas on Programmer.ie: Modern AI programming</description>
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      <title>Tools Produce Context</title>
      <link>http://programmer.ie/books/context/17-chapter/</link>
      <pubDate>Wed, 23 Sep 2026 05:00:17 +0100</pubDate>
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      <description>&lt;p&gt;An agent starts a routine task with fifteen integrations connected: file tools, shell, search, web, database, issue tracker, chat, calendar, drive, deployment, monitoring. Before it reads a single project file, tens of thousands of tokens of capability descriptions have already entered its context — names, descriptions, schemas for operations it will never call. Then it runs one search, and 40,000 tokens of matches flood the window for a question answerable from twelve lines. The task fails twice before it begins: once at the price of knowing what it could do, once at the price of seeing what it did. Both prices were design choices. This chapter prices them.&lt;/p&gt;</description>
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