I think the level of disagreement among the experts implies that there is quite a lot of uncertainty so the key question is how to steer the future toward better outcomes while reasoning and acting under substantial uncertainty.
The framing I currently like best is from Chris Olah’s thread on probability mass over difficulty levels.
The idea is that you have initial uncertainty and a distribution that assigns probability mass to different levels of alignment difficulty.
The goal is to develop new alignment techniques that “eat marginal probability” where over time the most effective alignment and safety techniques can handle the optimistic easy cases, and then the medium and hard cases and so on. I also think the right approach is to think in terms of which actions would have positive expected value and be beneficial across a range of different possible scenarios.
Meanwhile the goal should be to acquire new evidence that would help reduce uncertainty and concentrate probability mass on specific possibilities. I think the best way to do this is to use the scientific method to proposed hypotheses and then test them experimentally.
I think the level of disagreement among the experts implies that there is quite a lot of uncertainty so the key question is how to steer the future toward better outcomes while reasoning and acting under substantial uncertainty.
The framing I currently like best is from Chris Olah’s thread on probability mass over difficulty levels.
The idea is that you have initial uncertainty and a distribution that assigns probability mass to different levels of alignment difficulty.
The goal is to develop new alignment techniques that “eat marginal probability” where over time the most effective alignment and safety techniques can handle the optimistic easy cases, and then the medium and hard cases and so on. I also think the right approach is to think in terms of which actions would have positive expected value and be beneficial across a range of different possible scenarios.
Meanwhile the goal should be to acquire new evidence that would help reduce uncertainty and concentrate probability mass on specific possibilities. I think the best way to do this is to use the scientific method to proposed hypotheses and then test them experimentally.