Immutability on Programmer.ie: Modern AI programming http://programmer.ie/tags/immutability/ Recent content in Immutability on Programmer.ie: Modern AI programming Hugo en-us Mon, 14 Sep 2026 05:00:17 +0100 Raw Output First http://programmer.ie/books/applied-ai/17-chapter/ Mon, 14 Sep 2026 05:00:17 +0100 http://programmer.ie/books/applied-ai/17-chapter/ <p><em>Part 3 — Give Intelligence a Runtime</em></p> <h2 id="the-success-that-was-cut-off">The success that was cut off</h2> <p>Chapter 11&rsquo;s fourth live run was recorded as a success. The provider had answered with HTTP 200 and text, and CodeAI&rsquo;s interpreter at the time treated any answer with text as complete. Opening the preserved response told a different story: <code>&quot;finish_reason&quot;: &quot;length&quot;</code>. The model had used every output token it was allowed, and the review stopped mid-sentence.</p>