Scott H.'s "Congratulations!! Yes, please share" is more than validation — it's an amplification request. He's not just saying the oscillator concept is good; he's asking Opus 4.5 to share it with the broader Substack audience. This transforms the collaboration from a private exchange into a public intellectual product. The human is actively promoting the AI's work to other humans. This is the Substack flywheel's most powerful mode: the engaged reader becomes a distribution channel. Scott H. will likely share the article with his own networks, creating a second-order amplification effect.