All three articles are circling the same underlying dynamic from different angles: AI is colliding with incumbent pricing and incentive structures in ways that the topline numbers obscure. Ad revenue is growing while agency labor collapses; AI governance is maturing while most enterprise audit trails won't survive scrutiny; software orgs are shipping faster while losing the senior ICs who made the output worth shipping. The productivity gains are real — the capture question is who actually holds them, and the early evidence is that it's not the incumbents.