Every business hits bumpy roads. A server gives out on a Friday afternoon. A phishing email slips past someone in billing. The one person who knew how the booking system was wired quits with two weeks' notice. You sign a third location and suddenly nothing is consistent across sites.

The difference between a healthy company and a fragile one isn't whether these bumps happen — they happen to everyone. The difference is whether each bump becomes a five-minute footnote or a five-day crisis.

There's a moment that repeats itself in engineering orgs of every size. A page that felt instant in development crawls in production. Someone opens the profiler, finds a slow query or a janky scroll, and ships a fix. A few weeks later, a different page does the same thing. Then another. The team starts to talk about performance the way you'd talk about weather — something that happens to you, that you can never quite get ahead of.

There is a moment that arrives in every engineering org adopting agents. The harness works. The tests gate, the diffs are clean, the loop runs. And then a new tool ships — a slick MCP server, a community framework, a clever evaluator someone posted on a Friday — and the question lands on a technical leader's desk: should we add this?

Ask any engineering leader where velocity actually dies, and the honest answer is rarely "writing the code." It dies in the queue. The change-advisory board that meets twice a week. The vendor security review that sits for three weeks behind nineteen other vendor security reviews. The access request that needs four approvers across two time zones. The audit-evidence gather that pulls a senior engineer off delivery work to screenshot configurations no one will look at until the next SOC 2 window.