someguyorother
Joined 7 years ago
Joined 7 years ago
As far as I understand, it's due to RLHF. The reviewers the AI companies use don't necessarily know what kind of question is a good one, so when the LLM answers "That's a good question!", they tend to rate the answer higher because they like being flattered. Proxy models that are themselves trained on RLHF inherit this pattern. Similar effects contribute to sycophancy.[1]
At least I read it more as that you can't just declare 'there be no hierarchy here' and be done. Unless you carefully engineer the system, the implicit hierarchy will reclaim the void and, all else equal, an implicit hierarchy is harder to undo because it isn't supposed to exist.
In political terms: if all you do is kick the ruler out, you may get a corrupt patronage network instead of democracy. Actual equality doesn't come from just the absence of strong explicit hierarchy; it requires proper institutional design.
Not that it would be easy.
The third option is that the oligarchy fully internalizes its pursuit of ruthless concentration of power. But in that case, someone will probably create an AI that's better at playing the power game, and at that point, it's over for the oligarchs.
On topic, I would myself recommend Coloratura - https://ifdb.org/viewgame?id=g0fl99ovcrq2sqzk - for the sense of wonder/unusual protagonist.
But perhaps plain stable diffusion wouldn't work - you might need different neural networks trained on each "zoom level" because the structure would vary: music generally isn't like fractals and doesn't have exact self-similarity.
The existence of adversarial attacks shows that most neural networks have pretty bad worst-case performance. Thus sticking GPT-3 into alpha-beta or MCTS could just as easily give you an ungeneralizable optimum, because optimizers are by nature intended to find extreme responses. Call it a Campbell's law for neural nets.
The actual AlphaZero nets are probably more robust because they were themselves trained by MCTS, although they still don't generalize very well out-of-sample: IIRC AlphaZero is not a very strong Fischer Random player.
From the article you referenced:
> ITER will not produce enough heat to produce net electricity and therefore is not equipped with turbines to generate electricity. Instead, the heat produced by the fusion reactions will be vented.
So in a fusion plant, the particle energy would turn into heat (by the particles interacting with matter), this would heat up water (or some other carrying fluid), turning a turbine that produces electricity. See also https://en.wikipedia.org/wiki/DEMOnstration_Power_Plant which contains some diagrams showing just how that would be done.
More exotic reactions (e.g. p-B11) have been proposed, where almost no energy is in the form of neutrons. Theoretically, you could then use electrostatic devices to capture the energy directly without any of the mess with Carnot efficiency. However, getting p-B11 fusion going is much harder than d-t.
There's some research, but yeah, I'm surprised that something that affects so many people and in some cases affect them very severely isn't receiving more attention.
At least there are things one can do immediately after the fact to limit nerve damage (applying intratympanic steroids etc), but even these things are often missed and haven't become part of routine procedure yet.
And I'm very curious why Shore's device is still stuck in FDA hell while the (from what I've heard) inferior version, Lenire, passed a long time ago.