Meta's 50:1 ratio isn't flat. Real flat teams are a maturity filter, not an org chart decision.

Three teams made reasonable decisions. The product broke. Anthropic's postmortem is honest about the bugs - but silent about the organizational pattern that let all three ship at the same time.

Atlassian replaced its CTO with two 'next generation AI talent'. The point isn't the headcount. It's that the CTO's job has changed and most people haven't noticed.

Uber burned through its annual AI budget in four months. The lesson isn't that AI is expensive - it's that ungoverned adoption at scale is. A bootstrap-trained CTO's view on measuring return, not usage.