Just seconding this. For context I work not in academia but as a software engineer and data scientist in London.
I usually have crazy sticky-up hair that sort of does different things each day especially as it grows. That's my main superficial weirdness (unless you count the unusually big nose) though I have plenty of other quirks which are harder to label and harder to spot from a distance.
In hindsight I think the hair has made me memorable and recognisable in my workplaces (e.g. people have expressed looking forward to seeing me and my hair in meetings...... (read more)
Thank you, I found myself agreeing with most of this post and reflecting on how I might have optimised during my undergrad experience. On the other hand, I note that neither the post nor any comments yet contains what I consider an important caveat:
Taking extra classes is a great way to explore in the sense of dissolving known- and unknown-unknowns (what fits me? what problem-framings am I missing? what tools do other disciplines have? what concerns to people interested in X have? what even is there if I look further?)
Extra-curricular activities also enabl... (read more)
Yes yes, more strength to this where it's tractable and possible backfires are well understood and mitigated/avoided!
One adjacent category which I think is helpful to consider explicitly (I think you have it implicit here) is 'well-informedness', which I motion is distinct from 'intelligence' or 'wisdom'. One could be quite wise and intelligent but crippled or even misdirected if the information available/salient is limited or biased. Perhaps this is countered by an understanding of one's own intellectual and cognitive biases, leading to appropriate ('wise... (read more)
It depends what media type you're talking about (audio, video, display, ...) - $6m/100m is $60CPM ('cost per mille'), which is certainly above the odds for similar 'premium video' advertising, but only by maybe 2-5x. For other media like audio and display the CPMs can be quite a bit lower, and if you're just looking to reach 'someone, somewhere' you can get a bargain via programmatic advertising.
I happen to work for a major demand-side platform in real-time ad buying and I've been wondering if there might be a way to efficiently do good this way. The pricing can be quite nuanced. Haven't done any analysis at this point.
Hey, let me know if you'd like another reviewer. I'm a medium-experienced senior software engineer whose professional work and side-projects use various proportions of open-source and proprietary software. And I enjoy reviewing/proof-reading :)
I appreciated your detailed analysis of the fire alarm situation along with evidence and introspection notes.
I'm not sure if it opens up any action-relevant new hypothesis space, but one feature of the fire alarm situation which I think you did not analyse is that commonly people are concerned also for the welfare of their fellows, especially those who are close by. This makes sense: if you find yourself in a group, even of strangers (and you've reached consensus that you're not fighting each other) it will usually pay off to look out for each other! So pe... (read more)
This was a great read, thank you - I especially valued the multiple series of illustrating/motivating examples, and the several sections laying out various hypotheses along with evidence/opinion on them.
I sometimes wonder how evolution ended up creating humans who are sometimes nonconformist, when it seems socially costly, but I think a story related to what you've written here makes sense: at least one kind of nonconformity can sometimes shift a group consensus from a fatal misinterpretation to an appropriate and survivable group response (and furthermore... (read more)
Thanks for these very helpful insights! I thought the mosaic charts were particularly creative and visually insightful.
I have one minor statistical nit and one related question.
In cases where 'only one significant difference was found' (at a 95% c.i.), it could be worth noting that you have around 20 categories... so on average one spurious significant difference is to be expected! (If the difference is small.)
Also a question about how the significance test was carried out. σ(a−b)=√σ(a)2+σ(b)2≤σ(a)+σ(b) so for calling a difference significant at 95% it mat... (read more)
To the extent that you are concerned about intrinsically-multipolar negative outcomes (that is, failure modes which are limited to multipolar scenarios), AI safety which helps only to narrowly align individual automated services with their owners could help to accelerate such dangers.
Critch recently outlined this sort of concern well.
A classic which I personally consider to be related is Meditations on Moloch
I really appreciate these data points! Actually it's interesting you mention the networking aspect - one of the factors that would push me towards more higher education is the (real or imagined?) networking opportunities. Though I get on very well with most people I work or study with, I'm not an instinctive 'networker' and I think for me, improving that could be a factor with relatively high marginal return.
As for learning practical skills... I'd hope to get some from a higher degree but if that were all I wanted I might indeed stick to Coursera and the l... (read more)
I welcome the reinforcement that a) it is indeed a tough call and b) I'm sane and they're good options! Thank you for the encouragement, and the advice.
I remain fuzzy on what shape 'impactful direct work' could take, and I'm not sure to what degree keeping my mind 'open' in that sense is rational (the better to capture emergent opportunities) vs merely comforting (specifying a path is scary and procastinating is emotionally safer)! I acknowledge that my tentative principal goal besides donations, if I continue engineering growth, is indeed working on safet... (read more)
As an engineer (software) myself for a few years, I can encourage you that is rewarding, challenging, and in the right position you can have quite a bit of autonomy to drive decision-making and execute on your own vision. Depending on the role and organisation, it can be far from merely technical; the outline you give of the college project sounds exactly like engineering to me!
That said, there are few or no places where engineers are completely unconstrained. But there are routes from engineering into more 'overseeing'-type roles, e.g. architect, tech dir... (read more)
I'm trying to choose between doubling down on skills in software engineering or branching out with the goal of working on AI safety longer term. I get the impression that a lot of people are in a similar position.
For me, my undergrad was an unusual mix of things but included Maths, Music (!) and Computer Science. I got good grades and I think there's a reasonable chance of my getting into a university like Oxford, Cambridge or Imperial to study a Masters and perhaps subsequently a PhD in Computer Science/AI.
Currently I'm paid well and developing a fair amo... (read more)
Thanks for this, Aaron. Joining a new community can be tricky online so it's helpful to have an explicit welcome like this!