Self-improvement loops learn from the difference between what the AI drafted and what the person actually sent. Daniel built a weekly skill that compares Claude's original drafts with his final versions, then uses those differences to improve future work. It resembles Alex Lieberman's 'write like me' loop, but it relies less on explicit feedback. Instead, it observes Daniel's actual behavior and learns from the small edits he makes instinctively.