The Phase MAPE-K Usually Skips
No algorithm can save a Blood Oath workload: Post 1 proved that formally. What's left is physical, not algorithmic: a redline that watches real headroom and its derivative instead of trusting a number, an honest accounting of when autoscaling actually helps, and a buffer sized by the same critical-fractile logic that opened the series. None of it is antifragile on its own, that only starts once MAPE-K's own most commonly skipped phase actually closes the loop the other four were never built to close by themselves.