The Oracle layoffs being discussed (20–30k range) are real. But the viral story about AI agents replacing DBA teams doesn’t match how enterprise infrastructure actually works and it doesn’t match any of the workforce data either. Database automation tools have existed for years. They reduce routine tasks- they don’t eliminate the operational teams responsible for uptime, security, architecture, and regulatory control. If AI had actually replaced DBAs and engineers, the workforce data would look very different. You would see sustained contraction in engineering roles across multiple quarters. Instead, engineering workforce returned to net positive growth after the Sept–Oct adjustment window. That indicates rebalancing, not structural elimination of the role category. There’s also another red flag I’ve heard… the claim of 18-month severance packages with accelerated equity vesting. Mass tech layoffs rarely offer anything close to that. Typical packages are 8–16 weeks of pay, sometimes with additional weeks tied to tenure. Packages approaching a year of compensation are generally limited to executive contracts, not broad engineering layoffs. What we’re seeing looks much more like restructuring around AI infrastructure investment and cloud economics, not AI suddenly replacing entire engineering functions with few architect replacements. It’s creating plenty of disruption… no question about that. But when the narrative being pushed doesn’t line up with workforce data, it’s worth saying so.