Postgres 19 slipped after AI found old bugs faster than maintainers could review the fixes. Plan your roadmap around verification capacity, not discovery.
Infrastructure
Railway, OpenCode and Northflank each told customers to rotate their secrets within two weeks. The useful question is what a stolen key costs you before you notice.
AI is absorbing the routine incidents that used to train on-call engineers. A timed drill with the AI off shows whether your team can still handle the one that matters.
Tailscale is patching SSH flaws that let an authorized user exceed their account. Before you give an AI agent a scoped shell, ask what enforces the scope.
A compromised LiteLLM release spent about two hours on PyPI this week. It shows why the box you built for AI governance is also your most valuable target.
Netlify moved edge functions from lightweight isolates to full microVMs and cut latency from 25-40ms to 5-6ms. The lesson for leaders is where the speed actually came from.
Google is testing AI chips in orbit instead of waiting years for a grid connection. That choice, not the satellites, is the real signal for anyone planning an AI roadmap.
Tens of billions in AI debt is secured by GPU clusters. But the part that makes a cluster worth the loan is the team running it, and that is the one asset no lender can seize.
A hacker wiped Romania's entire land registry and its connected backups. What survived, and why, decides whether you can safely let software write to your records.
Hyperscalers finance AI chips over six years but the hardware is obsolete in two or three. That gap quietly sets the compute price every AI product is planning around.