The San Francisco AI lab's Series H makes it the world's most valuable private AI company, with Samsung, SK Hynix, and Micron joining hyperscaler backers ahead of a widely expected IPO.

The upgraded flagship model is four times less likely to let code flaws pass unremarked, while Project Glasswing partners have used Mythos Preview to surface more than 10,000 critical vulnerabilities.

The retail and cloud giant cites a massive shift toward AI-driven automation and agent-based workflows as the primary driver for its latest corporate restructuring.

AI models that spend minutes thinking through problems are forcing product teams to rethink what features are worth building — and which ones are worth replacing with an API call.

Everyone agrees the buildout is happening. The disagreement is whether the returns arrive in 2026, 2028, or 2031 — and what kind of capital structure you need to survive the wait.