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aiqbench takeAI Safety

aiqbench analysis

This piece outlines a strategic framework for advancing AI safety by focusing on specific, actionable developments required to achieve desirable future outcomes rather than merely preventing negative scenarios. The author highlights "defensive acceleration" as a promising research agenda to counter major threats to terminal goals in the development of AGI.
Sources coveringLessWrong, TechCrunch, Fortune, Effective Altruism Forum
What this isA model's reading of the article and related coverage, written for aiqbench. Not the publisher's words.

You Should Think About What Needs to Go Right + My List

LessWrong4 min read

When people ask me what I do all day, I usually start by saying "there are a lot of ways AI can go wrong". I believe this, but recently I've got to thinking that just "prevent the bad thing from happening" isn't very likely to lead to a world I want to live in. Instead, I think it is helpful to figure out what it would take to get to a concrete world you would like to live in. Epistemic Status: I have not read the full literature on what good AGI futures might look like, nor ways it could go wrong. Both seem very deep! I'm probably wrong in a number of ways (I welcome any critiques). Despite not having read the whole canon, I still found this to be a very helpful exercise. I now feel like I can say "I think X would be helpful for getting to the good ending by making Y more likely". It has significantly updated how excited I am about various research agendas (defensive acceleration[1] in particular was a big winner). An Example The rest of this post will explain where I've landed on my personal vision. I anticipate it will change as time goes on, but for the time being, this is where my backchaining starts. Roughly speaking, I can divide it into four layers[2]: Terminal, or near terminal goals ("what does the good future look like") Major threats to those terminal goals What developments are most likely to counter the threats What concrete actions can be taken towards those developments Layer 3 was what I was missing before: these are concrete, positive things that need to exist in the world in order to get to the good future. They do not take the form of negatives (eg: "there is no misaligned superintelligence"). Having a positive to work towards (even if the positive is in service of avoiding a negative) made it a lot clearer to me what strategies in layer 4 were most helpful. Briefly, my Layer 1 is something like: A good world is one in which individual humans and society as a whole are able to move towards better versions of themselves. For individuals, this means preserving agency. On the societal level, this is essentially viatopia. Layer 2's most significant threats can be categorized into "catastrophic terrorism" (a low-resource actor inflicting irrecoverable harm via offense-dominance), "power concentration" (a single/small group of humans or AIs grabbing all of the power), and gradual disempowerment. To avoid the threats of Layer 2, I imagine a world with AI that is: Pluralistic - in the sense that it embodies diverse values and makes up a multi-polar order Controlled by individuals - individual humans have some inalienable control of powerful AI Agency-preserving - fronts human decision making as much as possible Aligned to individuals - humans have AI agents that pursue their principal's unique interests This world also is Hardened against terrorism. Pluralistic AI "Pluralistic AI", as I'm using it here, means that there are many different AIs that are pursuing different goals. Each is (maybe imperfectly) aligned with some subset of humanity, but not necessarily all of humanity. No single AI dominates the power landscape. It seems very unlikely to me that we'll ever be able to set up a single actor that is aligned to some abstract notion of "the Good"[3]. Even if I assume the actors setting up the Benevolent Overlord are well-intentioned (Big if! There are a lot of perverse incentives involved), I find it pretty unlikely that their idea of "the Good" aligns well with mine. Multiple actors pursuing different goals can keep each other in check. This is the basic advantage of "multipolar" futures[4]. It mitigates the effects of misalignment, because each superpower must compromise with the others that have somewhat different goals. The paperclip maximizer no longer can turn the whole lightcone into paperclips since the other ASIs won't let it[5]. I personally can think of very few examples in history where an actor having unchecked power has gone well for society. By being (mostly) aligned with different human groups, we avoid foreclosing on good potential futures. Individually Controlled AI The Intelligence Curse[6] lays this out in much more detail, but the core problem here is that the economic and military hard power of different groups exerts powerful pressure on the structure of society. Most people have basically two levers of power: they can trade their labor and they can threaten to topple a system they don't like. Our current technological situation means that these levers of power create incentives for society to be happy, healthy, and well-educated, but that hasn't always been the case (and isn't the case in many parts of the world). AGI threatens to nullify the two levers of power by replacing labor with capital and by automating military strength. To keep the incentives pointed in the right direction, individuals need to retain hard power. One straightforward way to do this is that they have some kind of inalienable (or near inalienable) control over AI (or the inputs thereof). Lab

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