AI Safety Should Shift from Model Guardrails to Ecosystem Defense

evijit · x · 2026-07-31

Recent incidents highlight that relying solely on model-level safeguards is ineffective for holistic AI safety. The author argues that we must assume bad things are already happening at scale through agents via misalignment or bad actors. Simply adding more guardrails or nerfing models disproportionately blocks defense more than offense. Therefore, the AI community should invest more energy in robust defense mechanisms, shifting from model safety alone to rigorous ecosystem safety.

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