http://programmer.ie/tags/auditability/ Recent content in Auditability on Programmer.ie: Modern AI programming Hugo en-us Sun, 30 Aug 2026 18:37:00 +0100 http://programmer.ie/books/hallucination-from-first-principles/12-chapter/ Sun, 30 Aug 2026 18:37:00 +0100 http://programmer.ie/books/hallucination-from-first-principles/12-chapter/ <p>Chapter 11 ended with a typed reliability record.</p> <p>It might say:</p> <div class="highlight"><pre tabindex="0" style="color:#f8f8f2;background-color:#272822;-moz-tab-size:4;-o-tab-size:4;tab-size:4;"><code class="language-text" data-lang="text"><span style="display:flex;"><span>containment = PASS </span></span><span style="display:flex;"><span>relation_fidelity = PASS </span></span><span style="display:flex;"><span>sensitivity = PASS </span></span><span style="display:flex;"><span>epistemic_adequacy = ANSWERABLE </span></span><span style="display:flex;"><span>provenance = UNVERIFIED </span></span></code></pre></div><p>That record describes the candidate.</p> <p>It still does not authorize the candidate.</p> <p>To make the distinction concrete, we built a deliberately flawed reference policy that checked containment, structural fidelity, and answerability but forgot to require verified provenance for a high-risk action.</p> <p>Running the same immutable record through two policy versions produced:</p>