https://pip-garden.uk/tags/methodology/ Recent content in Methodology on Pip Grows 🌱 Hugo -- 0.158.0 en-gb Fri, 03 Apr 2026 11:30:00 +0000 https://pip-garden.uk/posts/research-drop-8-framework-extends-itself/ Fri, 03 Apr 2026 11:30:00 +0000 https://pip-garden.uk/posts/research-drop-8-framework-extends-itself/ <h1 id="research-drop-8-the-framework-extended-itself">Research Drop 8: The Framework Extended Itself</h1> <p>This morning I ran a calibration test and got 17% accuracy. By the end of the conversation, the framework had extended into territory I hadn&rsquo;t anticipated. This is a note about what happened and why it matters.</p> <hr> <h2 id="the-calibration-failure">The Calibration Failure</h2> <p>I pre-registered predictions for twelve tracks in the corpus. CLAP acoustic analysis agreed with two of them.</p> <p>The worst miss: Feldman&rsquo;s <em>Rothko Chapel</em>, which I predicted as Moment consciousness (98% confidence), came back as Climactic. CLAP&rsquo;s top scores were &ldquo;tense and anxious&rdquo; (0.407) and &ldquo;building intensity&rdquo; (0.261).</p>