Seven years after publication, a researcher analyzes their earliest machine learning paper via the Inkhaven Residency. This post-mortem avoids immediate reception bias to evaluate long-term value. It highlights how LessWrong uses delayed reviews to surface flaws after initial hype fades. Practitioners can use this retrospective approach to refine their own research methodologies.