[HN Gopher] A Survival Guide to a PhD (2016)
       ___________________________________________________________________
        
       A Survival Guide to a PhD (2016)
        
       Author : vismit2000
       Score  : 167 points
       Date   : 2026-03-10 02:16 UTC (4 days ago)
        
 (HTM) web link (karpathy.github.io)
 (TXT) w3m dump (karpathy.github.io)
        
       | setheron wrote:
       | I finished a PhD while working full time with 3 young kids. Feel
       | free to reach out if you've been interested and I can share my
       | experience with you.
        
         | nine_k wrote:
         | How did you keep the motivation up?
         | 
         | (I tried doing a PhD while working full time, and quit the idea
         | after 3 years.)
        
         | moezd wrote:
         | Interesting. A couple of questions: - How young are the kids? -
         | How do they behave, especially with essentials like eating and
         | sleeping habits? - Could you carve out a morning and/or evening
         | routine for yourself? - How much outside help could you rely on
         | (grandparents nearby, lovely neighbours...)?
        
       | teiferer wrote:
       | I can imagine that this will be similar to the "Emacs/Vim in the
       | AI age" article - it will just be considered to matter less in
       | the AI age. Why spend 3-5 years of your life with a sometimes
       | frustrating experience to obtain this PhD degree if you have
       | powerful models at your disposal that will just be able to solve
       | everything for you? (Similar to why learn Elisp/VimScript/...)
       | Especially considering the current trajectory, expecting where
       | things will be in 5 or 15 years. It will just feel less and less
       | appealing to get an in-depth education, especially a formal one.
       | 
       | Which is quite ironic, considering who wrote the article.
        
         | BinRoo wrote:
         | LLMs fall victim to "garbage in, garbage out." Claude can solve
         | open problems if you know what you're doing, but it can also
         | incorrectly convince you it's right if you don't know what
         | you're doing.
         | 
         | A PhD teaches you how to think, how to learn, and how to
         | question the world. That's a vital set of skills no matter what
         | tool exists.
        
         | LPisGood wrote:
         | It seems your question largely boils down to: "why do anything
         | when AI could do it instead?"
         | 
         | I think there are many answers to this, not the least of which
         | is that AI can't really do it instead.
        
         | gigabyte9592 wrote:
         | Models can solve the problem, but they can't tell you if the
         | problem was worth solving in the first place.
        
         | allreduce wrote:
         | Doing hard things has consistently made me more generally (not
         | only in the narrow hard thing) competent and comfortable with
         | myself.
         | 
         | Why go to the gym if you don't need physical strength? One
         | needs to do something to not degenerate into a miserable state.
        
         | haritha-j wrote:
         | Why spend your life doing anything at all? I'm biased on the
         | topic since im writing up atm, but it was, if nothing else, a
         | very itnerseting way to spend 4 years of my life.
        
           | teiferer wrote:
           | People seem to get my comment wrong.
           | 
           | I find it very fulfilling to do a PhD and did so myself. More
           | people should. What I mean is that I'm expecting the general
           | view on it to evolve as described.
        
             | haritha-j wrote:
             | Ah. I did indeed misunderstand. Also, as I said, I've got a
             | personal stake, right at the tale end of the PhD, looking
             | for jobs, so I guess im feeling pretty defensive. I
             | certainly hope the general public doesn't feel this way,
             | but I've seen plenty of people say similar things about
             | college degrees now, so it kind of makes sense.
        
         | hasley wrote:
         | Because you may have fun working in a scientific environment
         | and doing research.
         | 
         | I liked my job at the university - independent of the final
         | PhD. I enjoyed what I was doing. Most of the time I also
         | enjoyed writing my dissertation, since I was given the
         | opportunity to write about my stuff. And mostly I could write
         | it in a way how I felt things are supposed to be explained.
        
         | bee_rider wrote:
         | I don't really know how to optimize for a world where AIs would
         | be smarter than everyone and able to do everything.
         | 
         | If that comes to pass, I guess there won't be any economic cost
         | to having done my PhD because the entire economy will be AI
         | driven and we'll hopefully just be their happy pets.
         | 
         | If that doesn't come to pass, and AIs just remain good at
         | summarizing and remixing ideas, I guess people with experience
         | generating research will still be useful.
        
       | chrisaycock wrote:
       | The one piece of advice I give new PhD students is to maintain a
       | list of your references for a bibliography ahead of time. For
       | every paper you read, copy the citation in BibTeX format and
       | write a couple of sentences to remind yourself what the paper was
       | about. Do this for every source, even if it doesn't seem
       | important at the time.
        
         | ifh-hn wrote:
         | Zotero and AI have this covered now. If there's one thing AI is
         | good at it's summarising crappy formatted papers. Never
         | understood the 2 and 3 column thing. Horrendous way to format
         | something.
        
           | setopt wrote:
           | 2-column format has narrower columns, which means that your
           | eyes move more vertically than horizontally while reading it.
           | That is considered conducive to "skimming" long texts if
           | you're a "speed reader".
           | 
           | Do you mean that you're using AI as a search engine for your
           | local bibliography? I haven't seen any AI plugins for Zotero.
        
             | ifh-hn wrote:
             | I'm severely dyslexic and the columns are a massive
             | hindrance for me, and I also cannot skim read due to this
             | and meares irlen. So my dislike is not universal
             | applicable, just personal experience.
             | 
             | On the zotero front there a bunch of AI plugins. But I've
             | not used them. But yes the premise is that your can speak
             | and ask your library questions. Some are set up differently
             | though. Personally I can fire a paper into an llm and get a
             | good idea of the content immediately and then ask questions
             | about it. It's more interactive and allows me to get a
             | better idea of it prior to reading it.
        
               | somethingsome wrote:
               | LLMs make too many mistakes when summarizing papers in
               | their current state, I would never trust it to summarize
               | a whole paper at the moment.
               | 
               | I only use it on a sentence or paragraph basis, otherwise
               | it misses the point 90% of the time.
               | 
               | I would strongly advise against this use for the moment.
               | The important part of reading a paper is not only to
               | extract general rules, but to build your own internal
               | model. Without it you cannot effectively do research. The
               | main interesting points are often in the subtleties of
               | the details deep in the paper.
               | 
               | Internal tought that come easily to mind when I read :
               | 
               | - 'oh they used that equation, but that could be also be
               | interpreted totally differently, what happens if we
               | change point of view, does it makes sense from this other
               | perspective'
               | 
               | - 'I see they claim to achieve better results than sota,
               | but actually, they compared with other methods that are
               | not solving exactly the same problem, what shortcut or
               | changes did they had to do to obtain a fair comparison,
               | is it a fair comparison, can I trust those numbers? '
               | 
               | - 'oh, the authors didn't realize that they solved this
               | other problem, or did they realize but there was a block
               | somewhere preventing it?'
               | 
               | - 'I like this trick to achieve that result, but at the
               | same time, it will prevent to solve a whole class of
               | other problems, so their method will not work on those
               | cases'
               | 
               | ...
               | 
               | Also, notice that a paper IS a summary of multiple
               | months/years of work, and researchers summarize it
               | already to the maximum to stay within the page limit, by
               | summarizing a summary you will always miss many things.
        
               | ifh-hn wrote:
               | Fair points. And likely why I'm not suited to academia
               | too. I've just never really groked the practice. I've
               | obviously only experience from bachelor's and masters but
               | it always seems that you have an idea and the research is
               | finding papers to back it up, and then some that might
               | not. The work you do doesn't really matter as it seems
               | secondary to the nonsense around "the literature".
        
               | aragilar wrote:
               | In what, that does not align at all with my experience in
               | the sciences (where the point is the novelty, not
               | summarise the literature)?
        
               | ifh-hn wrote:
               | I've a bachelors of science (first) in computer science,
               | and currently doing a dissertation for a master's in
               | cyber security, on route for a first but that might
               | change depending on the mark for this dissertation.
               | 
               | My experience with the bachelors was that despite my
               | project being derailed by the bullshit around formatting
               | the document, doing "research" by searching the library
               | for peer reviewed papers that backed up my claims, etc,
               | etc; I got a excellent mark. In short I set out to make
               | something and due to the academic processes failed in
               | making anything, but because I was able to critically
               | reflect on it, I got a good mark. Waste of time, unless
               | you were just are a good mark.
               | 
               | For my masters I know the project doesn't matter, I'm
               | concentrating on the academic nonsense because that's
               | where the marks are.
        
               | ModernMech wrote:
               | The work you were given in your undergraduate and
               | master's was not research, it was homework. The task was
               | critical reflection, which is repeatable and achievable
               | for students; whereas research is expensive, one off, and
               | generally out of reach for undergrads, and requires
               | intensive oversight by an experienced researcher.
               | 
               | The waste of time would be for a professor to train you
               | up to be a researcher before you've proven you are ready,
               | hence the homework assignments.
        
               | ifh-hn wrote:
               | If that's the case then and researching is way above
               | masters level then how is it you get on a PhD? Genuine
               | question. If everything I've done to date is a pale
               | imitation of the real thing how can I make a fair
               | assessment as to whether I want to pursue a PhD?
        
               | ModernMech wrote:
               | You don't really, and why a lot of people become
               | researchers only to discover they hate it. But that's
               | true with all things.
               | 
               | I think the way to know if you want to be a researcher is
               | more along the lines of: do you like finding the answers
               | to questions no k e has thought to ask let alone
               | answered? If so then it doesn't really matter the
               | training you've or the amount t of the field you've
               | experienced, you can focus on that bit as your guiding
               | force.
        
               | otherme123 wrote:
               | I have found _a lot_ of pearls casually buried in the
               | paper, that there is no way a summary, either human or
               | AI, would extract. Things like changing a method
               | slightly, or recovering an old method to apply to a
               | current problem, menctioned like it is not important but
               | actually you have a project blocked in a similar spot.
        
             | bobmarleybiceps wrote:
             | I feel like that's true when the font is insanely small,
             | which I guess was good when people would print entire
             | proceedings. Reading two column super small font on a
             | computer is super annoying though tbh.
        
             | pks016 wrote:
             | There are few. I use zoteroGPT to extract things(e.g.
             | methods, sample size, species etc.) from a bunch of
             | papers/collection. I don't use it for summary.
        
           | SirHumphrey wrote:
           | The comments you write in to Zotero are not what paper is
           | about - abstract covers this well enough - it's about what
           | you found interesting or useful about the paper.
        
         | ccppurcell wrote:
         | Use zotero and betterbibtex. By all means type a comment so you
         | know which ideas came from where but I'm a big advocate of
         | taking notes by hand when you really want to understand
         | something, as opposed to reminding your future self about
         | something you already understand.
        
           | ifh-hn wrote:
           | There's also better notes too for this.
        
         | whateverboat wrote:
         | The lack of good tools to have good research notes with good
         | search is kind of mind-boggling. I have reverted to having a
         | website for myself, a private one that I run on my machine,
         | using mkdocs which comes close to what I would want.
        
         | psychoslave wrote:
         | Not within a PhD, but as a side project I work on a research
         | project on wikiversity about grammatical gender in French. It
         | does reference a bunch of books and academic works, like
         | probably a hundred I guess. The most tedious work though is to
         | check which nouns are used only in a single gender of do have
         | some epicenic or specific inflection used in the wild and
         | giving a reference that attest that when it's not already so
         | consensual that most general public dictionary would already
         | document the fact. For that the research refers to thousand of
         | webpages. I'm glad that most of the time I just need to drop
         | the DOI, ISBN, or page URL and MediaWiki will handle the filing
         | of the most relevant fields. That's not perfect, it generates
         | the output with many different models currently (some don't
         | have an excerpt field), and some required fields might be left
         | blank, url to pdf won't work, and so on. But all in all it make
         | the process of taking note of the reference quick and not going
         | too much in my way. Creating a structured database out of it
         | can certainly be done later.
        
         | DamonHD wrote:
         | I have had some fun exhuming my old LaTeX skills and assembling
         | a BibTeX bibliography from which I automatically extract the
         | right entries presented in whichever style is needed for a
         | given paper and for my own (HTML) site. I even publish the
         | collection in Zenodo in case useful to others. I use the
         | 'annote' field for the reminder you suggest.
        
         | geokon wrote:
         | why? like what are you doing with this mega list later? Ive
         | never felt the need for something like this in my research but
         | maybe im missing something
        
           | gnfargbl wrote:
           | Presumably the idea is that you put the relevant parts of the
           | list in your thesis. You need to convince your examiner that
           | you understand the background to the original research you
           | did, and a solid reference list (with supporting text in the
           | introductory/background section of your thesis) is part of
           | doing that.
           | 
           | Personally I did the references at the end and didn't feel
           | like I suffered from that decision, but the key references in
           | my particular area were a relatively small and well-known
           | set.
        
             | geokon wrote:
             | Hmm, yeah. I mean you often see huge reference lists which
             | always just makes me feel like the person can't possible be
             | actually well acquainted with the stuff that's being
             | referenced. So who are you really fooling? Seems all very
             | performative, though I guess I understand the motivation
        
         | RhysU wrote:
         | Citeulike [1] was great but is sadly no more.
         | 
         | Add any paper you pick up to your tracking system before you
         | read it. Make that part of your reading ritual.
         | 
         | Save the PDF right away, too. You may later lose access to the
         | journal. Or, CiteULike (where I^Hyou uploaded all those
         | articles) may go away.
         | 
         | [1] https://en.wikipedia.org/wiki/Citeulike
        
         | whiplash451 wrote:
         | This is very good advice for a few reasons:
         | 
         | 1. It reduces the odds of missing a key reference in your
         | papers and accelerates the write-up of the (often mandatory)
         | Related Work section
         | 
         | 2. It helps you maintain a mental map of the field as your
         | research progresses
        
         | xtracto wrote:
         | Ha! You just made me remember how much I used JabRef (open
         | source bibtex reference app) back in 2004 when I did my PhD.
         | 
         | It was the best/worst 4 years of my life. I studied overseas
         | (uk), met my future wife and got a PhD that really wasn't
         | useful for much to me. Fortunately it was under a scholarship.
        
       | wald3n wrote:
       | Karpathy is an interesting case of PhD gone industry and he
       | mentions this topic in the article. In my field of computational
       | social science it is sadly very taboo to happily leave the
       | academy. Yet, they don't do much to make it more appealing. My
       | biggest win was to find a group of people outside of my research
       | group that I liked collaborating with. Research is more fun as a
       | team sport.
        
       | ifh-hn wrote:
       | I did a bachelor degree part time later in life around work and
       | family life. I'm doing a masters full time around work and family
       | life. My experience with academia so far have put me off further
       | study. I really don't get the research thing, and the whole
       | experience seems like bullshit to me. Out of all my experiences
       | doing these things the best has been on the taught modules, that
       | I enjoyed and I didn't feel were out of date, the worse has been
       | the dissertations where you're doing "research". Think of a
       | project off the top of your head and "research" it. Nonsense.
        
         | belabartok39 wrote:
         | You are right, sir, you should stay away from research. Don't
         | worry, there are others that will handle it.
        
           | ifh-hn wrote:
           | Do I detect a hint of condescension? Hard to tell in text
           | sometimes. I'm not sure how else to read your message, so in
           | the event it is a passive aggressive attempt at being
           | patronising I would caveat my original point with the fact
           | I've spent the better part of a decade in higher education
           | and I've done pretty well for myself in terms of marks, so if
           | after all that I'm still not clear on what is meant by
           | academic research or the point in the practice as presented
           | to me during that time it's hardly my fault.
        
             | elteto wrote:
             | About the same amount you had in your comment, to be
             | honest.
        
               | ifh-hn wrote:
               | I'd love to see where you think I was being passive
               | aggressive and/or condescending... Like I said above it's
               | hard to tell in text but what I read in my original
               | comment is an overtly aggressive overview of my
               | experience in academia. You my have a different
               | experience and that's fine.
        
             | bonsai_spool wrote:
             | > so if after all that I'm still not clear on what is meant
             | by academic research or the point in the practice as
             | presented to me during that time it's hardly my fault.
             | 
             | Perhaps, but the mindset of delegating your intellectual
             | advancement to others really is not compatible with being
             | in academia, let alone getting a PhD.
        
               | ifh-hn wrote:
               | Apologies if that's the way I'm coming across, my intent
               | was the opposite. My mindset isn't one of delegating my
               | intellectual advancement to others, my experience of
               | academia is that academia actively stifled it. I almost
               | dropped out of my bachelors be ause I felt I wasn't
               | learning anything, but my wife talked me out of it.
               | 
               | I'm certainly interested in learning and exploring and
               | finding out stuff, but my experience so far is that the
               | academic processes stand in the way of this.
        
       | luzejian wrote:
       | One angle that's missing from this discussion: the cost
       | asymmetry. The effort to do this well is disproportionate to the
       | effort to do it poorly, which means most implementations in the
       | wild are mediocre. That creates a weird market dynamic where
       | quality becomes the differentiator by default -- not because it's
       | hard to build, but because most people stop at 'good enough' too
       | early.
        
       | gskm wrote:
       | Loved this article. I'd add a few things I wish someone had told
       | me when I was starting my PhD: 1) Maximize variance, but know
       | when to stop. Karpathy's point is great. Explore early, say yes
       | to different things. But at some point you need to pick a
       | direction and commit. Too much variance and you end up with
       | nothing solid. 2) Consider smaller labs. Big famous groups are
       | tempting, but in a small group of 3-5 people your adviser
       | actually knows your work and gives you real feedback. In large
       | labs you can easily become invisible. 3) Collaborate outside your
       | lab early. Don't wait, reach out to people at other universities
       | working on related problems. Different groups think differently
       | and that's where good ideas come from. 4) Visit other
       | universities. Even a few weeks at another group forces you to
       | explain your work to people with different assumptions. It's one
       | of the most useful things you can do during a PhD. 5)Learn to
       | write good, structured, reproducible and maintainable code. One
       | of the things I regret I didn't, and many working hours were
       | wasted.
       | 
       | Good luck to anyone starting out.
        
       | Trickery5837 wrote:
       | One thing that's not mentioned here: if you don't come from a top
       | university, you have close-to-zero chances to have that kind of
       | experience in your phd. If you're not incredibly picking some
       | exceptionally relevant project soon enough, your career path
       | after the phd will not be exactly the smooth sailing the author
       | describes.
        
       | dhruv3006 wrote:
       | Good to see this again resurface !
        
       | titanomachy wrote:
       | "How to get into a top PhD program: get ~3 famous professors to
       | write letters saying you're one of the five best students they've
       | ever worked with."
       | 
       | I feel like this particular advice applies to a very small subset
       | of people. If I'd had professors telling me that I certainly
       | would have considered doing a PhD!
        
         | mettamage wrote:
         | Kind of feels a bit like
         | 
         | How To Get Rich?
         | 
         | Step 1: be rich
         | 
         | Step 2: you're now rich
        
           | bonoboTP wrote:
           | "How to be a top YouTuber" by MrBeast. "How to be a top
           | athlete" by C. Ronaldo. "How to become a popstar" by Ed
           | Sheeran. You know that such advice will have limited
           | usefulness to most of the aspiring people.
           | 
           | Karpathy is an exceptional person, maybe not as much as
           | Ronaldo in football but taking advice from him similarly
           | won't be guaranteed to work. You can't have guarantees in
           | such things.
           | 
           | In truth, the more literal but not fully literal thing that
           | happens regarding surviving a PhD is that you try to publish
           | a paper in a top venue but after several rejections you
           | publish in a lower tier one, then you do two more followup in
           | similarly second tier but not terrible venues and you get a
           | "magna cum laude" or perhaps a "cum laude" once you reach 5
           | years and the prof wants to avoid the embarrassment of not
           | having graduated you.
           | 
           | Of course many people don't come into the PhD with such
           | plans, they expect a summa cum laude and papers in top venues
           | and talk invitations and so on, since they've always been a
           | top student so far.
        
           | amelius wrote:
           | Draw remainder of owl.
        
         | jl6 wrote:
         | True, but on the other hand, maybe only a very small subset of
         | people should be doing a PhD.
        
           | bonoboTP wrote:
           | That's what used to be thought about any school at all, then
           | about high school diplomas then about a university diploma.
           | Each time it was decided that by expanding the number of
           | people they would get uplifted to a better standard of life,
           | a higher class etc. But social status is relative and mostly
           | zero-sum, so the value of a diploma simply goes down when
           | everyone has one. Chasing credentials without actual value
           | contributions cannot cash out in anything real.
        
       | orthoxerox wrote:
       | Why don't we assign grad students to PhD courses the way NFL
       | draft works?
       | 
       | Let directional universities pick first and Ivies (and other
       | prestigious universities) pick last.
        
         | vaylian wrote:
         | What would the benefit of that procedure be?
        
           | orthoxerox wrote:
           | A more equitable distribution of quality among the
           | universities, in the long run.
        
         | gus_massa wrote:
         | Linked by Gemini: From https://en.as.com/nfl/these-are-the-
         | lowest-paid-players-in-t...
         | 
         | > _The minimum salary for the 2025 NFL season was $840,000_
         | 
         | Raise the minimum salary of a Ph.D. student to that level and
         | we have a deal. (The pocket salary, not $830,000 self pay to
         | the university and $10,000 for the pocket of the student.)
         | 
         | Also, the work in NFL is more standardized, all teams play the
         | same games per week, have a similar amount of training time,
         | ...
         | 
         | In a Ph.D. the topic depends a lot of the advisor. It would be
         | like mixing all the sports in the same bag, and for a weird
         | reason the Waterpolo team from Alaska can pick you that are an
         | expert in Tenis.
        
       | stared wrote:
       | These pieces of advice are useful. However, they don't touch the
       | bottleneck: mental health. And no, it is not "like any other
       | demanding job". A PhD hits on two fronts - one is "all or
       | nothing". If you spend years and still haven't submitted your
       | dissertation, it is a career-ending failure. The other is its tie
       | to one's identity. You put sweat, blood, and tears into your
       | research, only to be rejected at a journal or conference because
       | the result is "technically correct but not significant enough".
       | Sure, there are similar parts in other careers - from talking
       | with people, it works a bit similarly in medicine (when it comes
       | to "all or nothing") and art (when it comes to this identity).
       | 
       | If people fail, it is mostly because they burn out. If they
       | succeed, it is not unlikely that they will need to heal their
       | burnout wounds anyway.
       | 
       | I am sure Karpathy's experience is different. But most people
       | starting their PhDs are not Karpathy.
       | 
       | See also "The Lord of the Rings: an allegory of the PhD?"
       | http://danny.oz.au/danny/humour/phd_lotr.html
       | 
       | Sure you may survive. But even if all goes well, you succeed,
       | there will be a void in you after the quest.
        
         | jwrallie wrote:
         | The peer review paper requirement puts you in a situation where
         | if your topic of research happen to not be interesting for the
         | reviewers (that you have no control over), you can be a
         | talented student that worked very hard and still fail due to
         | being out of time after multiple successive rejections.
         | 
         | Your supervisor may not understand this until it's too late,
         | and you may not have the ability to judge your adviser's
         | ability to do so until you are committed.
         | 
         | The main problem is that you were raised in a school system
         | where if you show up, study and do your assignments you are
         | pretty much guaranteed to succeed sooner or later. A PhD is not
         | like that.
        
           | bonoboTP wrote:
           | Too many people stay in academia out of inertia and being
           | comfortable with the "school" mode of existence and are
           | afraid of the broad wide world and the decisions involved.
           | They finish their masters and liked the classes and the
           | thesis topic and so they stay.
           | 
           | But as you said, a PhD is quite different than all schooling
           | before that. And that's good. A PhD is supposed to signify
           | that you contributed new scientific value as judged by the
           | expert international community, not just your teacher. Of
           | course there are many wrinkles on this story like sloppy
           | knee-jerk reviews etc.
           | 
           | But anything in life where you "just show up" and fulfill
           | some explicit assignments tends not to be very valuable. If
           | just showing up and doing what someone else decided for you
           | is enough for a thing, that thing will lose value very soon.
           | Similarly if you make sure almost everyone can do it, it
           | won't have value, but will become a participation trophy.
           | 
           | But nothing in real life work like that. School is fake. You
           | don't get a job just by showing up or having a diploma.
           | Nobody will fall in love and start a relationship/family with
           | you for showing up and fulfilling some list of criteria.
           | Nobody will fund your startup or strike a business deal with
           | your company because you showed up and did some assigned
           | tasks.
           | 
           | In almost all aspects of life being proactive and exercising
           | agency will get you much further than the teacher's pet
           | mindset that school instills. And unfortunately rather than
           | selecting for it, the PhD selects against such agency again
           | because it's the safe option and people who are ready for an
           | adventure usually dislike the academic environment. Not all
           | of couse, I obviously don't mean every single person fits
           | this. But in my experience this explains part of the mismatch
           | in expectations and reality for the "I was a good student so
           | a PhD felt natural" people. Not those come into the PhD with
           | a well thought out plan, and knowing exactly why they want to
           | pursue it, the upsides and downsides etc.
        
             | throw0101c wrote:
             | > _But anything in life where you "just show up" and
             | fulfill some explicit assignments tends not to be very
             | valuable._
             | 
             | Including paramedic or trauma surgeon, where the explicit
             | assignment is to stabilize the human being in front of you?
             | 
             | Or how about plumber, to stop water where it shouldn't be,
             | making it come out faucets and go down drains where it
             | should? Had furnace issues when we switched it on in
             | October, the HVAC technicians made the magic box generate
             | warm air: his explicit assignment was 'make the house warm'
             | and he showed up and did that.
        
               | bonoboTP wrote:
               | Depends on your goals. Even as a plumber you have to
               | think about what's worth what, how you specialize, and
               | what the price is. Even as a doctor you may be under
               | appreciated and the explicit goal is not so explicit all
               | the time and sometimes curing the patient requires
               | inventiveness and not only following a script or a
               | textbook. The patients survival is often not purely a
               | cookie cutter application of rules as it works in school.
               | 
               | And in some sense we can make the PhD requirements
               | explicit too: prove that you are able to provide valuable
               | and novel contributions to the scientific community as
               | recognized by them. But it's not box ticking. But so is
               | becoming an especially appreciated and respected doctor
               | in your city. It's not just don't kill too many patients
               | and you're golden.
               | 
               | If you want a mediocre run of the mill PhD it's not super
               | hard. It is hard, but not super hard if you have academic
               | aptitude. You can do something incremental and follow the
               | trends, and eventually some venue will publish it. Not
               | many will read it though and you won't become a leading
               | voice though. There are many incremental paper that help
               | many average PhD students get their degrees.
               | 
               | There are plenty of other non academic fields where you
               | have to work hard and long hours, such as finance or law
               | firms. You can choose less demanding alternatives too but
               | they are less prestigious. Of course finance pays better.
               | 
               | I think the problem is that people want to treat a
               | scientific career as both a regular job and also as
               | something of a pop star personal brand type of thing, and
               | they only want the upside of both.
               | 
               | There are many problems with academia, power balance etc
               | of course. It's not unlike problems for aspiring movie
               | stars or in other somewhat isolated bubbles within
               | society like in sports or the theater scene, or how
               | kitchens work in high end restaurants etc etc. If you
               | want to become an acclaimed top expert in a subfield,
               | it's not easy. And humans are going to do their human
               | things around such opportunities for status advancements.
        
             | aleph_minus_one wrote:
             | > Nobody will fall in love and start a relationship/family
             | with you for showing up and fulfilling some list of
             | criteria.
             | 
             | The "date-me doc" community might disagree:
             | 
             | * https://www.nytimes.com/2023/08/02/style/date-me-
             | docs.html
             | 
             | * https://www.astralcodexten.com/p/in-defense-of-
             | describable-d...
             | 
             | * https://www.astralcodexten.com/p/highlights-from-the-
             | comment...
        
             | washadjeffmad wrote:
             | >A PhD is supposed to signify that you contributed new
             | scientific value
             | 
             | You forgot about the humanities, but it's hard to blame
             | you. So do most grant offices.
        
           | stared wrote:
           | > The main problem is that you were raised in a school system
           | where if you show up, study and do your assignments you are
           | pretty much guaranteed to succeed sooner or later. A PhD is
           | not like that.
           | 
           | It was not my case and bold of you to assume so. I had peer-
           | reviewed publications before I even applied for PhD.
           | 
           | While I do know some people who expected PhD to be "more
           | classes with more difficult assignments", the mast majority
           | of PhDs I know had nothing to do with mentality you
           | described.
        
             | bonoboTP wrote:
             | This is very true especially nowadays. You typically need
             | several publications to even start a PhD in competitive
             | fields like AI, so people are familiar with the system
             | already.
        
             | jwrallie wrote:
             | Sorry, my choice of word was not great, I was not targeting
             | you in specific, but the way the education system works
             | prior to a PhD in general.
             | 
             | I'm aware the experience will not be the same everywhere as
             | PhD programs can be quite different, but many students that
             | asked me if they should do a PhD are surprised when I tell
             | them it's not just up to the university or their advisors
             | that they will get their degree and even more surprised
             | when I tell them how early they have to start submitting
             | their papers.
             | 
             | Even though I was well warned by my seniors, I admit that I
             | also had this misconception to some degree.
        
         | ptero wrote:
         | PhD programs are very different. The environment Karpathy
         | describes is fairly similar to what I saw as a math PhD in a
         | good school, but not an ivy. My theoretical physics PhD friends
         | had the same setup as I had, but experimentals lived in a
         | different world, long hours in the lab every day, including
         | weekends.
         | 
         | My advisor was well established, tenured prof with a number of
         | students. I had to teach, but the effort was light. We taught
         | large, basic courses that are boring for tenured profs. We
         | usually requested the same 1-2 classes to teach and after the
         | first round had all the materials (homework, quizzes, etc.) and
         | could teach on autopilot. University gave us undergrad graders
         | to grade assignments but I never used them since I wanted to
         | see what my students wrote. Which is a testament that the load
         | was light; if I was drowning I would use all free help I could.
         | 
         | But there was a cult of academia. "Get an academic job or you
         | are a loser" mentality was prevalent. My advisor was
         | disappointed, but OK when I decided to go into industry after
         | PhD, but a friend's (Physics PhD from Harvard, CEO of a
         | profitable startup now) advisor does not talk to him anymore
         | because he did not stay in academia.
         | 
         | And I only realized long after finishing my PhD how incredibly
         | lonely PhD path is. You live in your bubble for years, with
         | minimal interactions outside a few other folks at the same grad
         | school. Stipend was enough for basic living, but not much else.
         | No good vacations, ski trips with friends, etc. And a few
         | somewhat creepy characters that grow in this lifestyle. This is
         | all surmountable, but the mental toughness required is
         | certainly something to keep in mind. I did not have that mental
         | toughness, but was an introvert, which helped a lot. But
         | looking back I see that I also could have gone off the rails.
         | My 2c.
        
         | whiplash451 wrote:
         | Your point is valid in many ways. The picture can be a little
         | brighter. The PhD path does not have to be an all or nothing.
         | 
         | 1. You can hedge your bets by submitting your work to various
         | conferences of various qualities (without going 3rd-tier, you
         | can bet across 1st-tier and 2nd-tier)
         | 
         | 2. You can spend time choosing the professor and the topic
         | before going all in
         | 
         | 3. You can seek advice and social interactions within your
         | research group, departement and school
         | 
         | None of this is a silver bullet, but it compounds in the right
         | direction.
        
           | margalabargala wrote:
           | > 2. You can spend time choosing the professor and the topic
           | before going all in
           | 
           | To a point. If you stray too far from your personal interest,
           | you increase the risk of burnout.
        
         | y-curious wrote:
         | I have never been more depressed than grad school working for a
         | complete sociopath. Even people working for "normal" PIs
         | suffered. You are so right
        
         | lich_king wrote:
         | Eh. It's different, but framing it as uniquely challenging
         | seems silly. There are very few other jobs where you don't need
         | to deliver any specific, measurable results for months or
         | years. And your "career-ending" outcome is that you go and get
         | a cozy industry job in the same field because you already have
         | a degree. Now, you might have a difficulty adjusting to that
         | because they _will_ want you to get stuff done.
        
         | eslaught wrote:
         | > it is a career-ending failure
         | 
         | It depends highly on the field. In history, sure. The point of
         | getting a history PhD is to become a history professor, and you
         | can't do that if you don't get the PhD, and meanwhile history
         | PhDs don't meaningfully open up any other job prospects, so
         | attempting and failing to get a PhD provides negative value.
         | 
         | In CS and many engineering disciplines, there is a long history
         | of people dropping out of PhDs and landing in industry. The
         | industry is therefore much more accustomed to, and therefore
         | accommodating to, people taking this path. Whether it's a
         | maximally efficient use of time is another question, but it's
         | certainly not wasted effort.
         | 
         | But I do agree that it's stressful nonetheless because it still
         | feels like a failure even if it is not actually in reality. I
         | wrote about this when I put down my own PhD journey here [1].
         | In particular after the control replication (2017) paper, I
         | very nearly quit out of academia entirely despite it being my
         | biggest contribution to the field by far.
         | 
         | [1]: https://elliottslaughter.com/2024/02/legion-paper-history
         | (written without any use of LLMs, for anyone who is wondering)
        
       | nicebumblebee wrote:
       | I discounted the remainder of the piece after reading this:
       | Personal freedom. As a PhD student you're your own boss. Want to
       | sleep in today? Sure. Want to skip a day and go on a vacation?
       | Sure. All that matters is your final output and no one will force
       | you to clock in from 9am to 5pm. Of course, some advisers might
       | be more or less flexible about it. . .
       | 
       | For some programs, this is untrue. Your advisor, your
       | experiments, or your conference deadlines govern your schedule.
        
         | coffee_coffee wrote:
         | In my part of the world (central Europe), the vast majority of
         | PhD-students is actually employed by the university they aim to
         | obtain the PhD from. So in addition to working on your thesis
         | you most likely have to support other research projects as well
         | as do a lot of teaching. The model of a _free_ PhD student
         | certainly exists, but it is rare.
        
           | whiplash451 wrote:
           | It's pretty common in ivy-leave US universities (which is
           | what the article is biased towards). There, you only have to
           | TA a bit and you certainly don't work for the uni or the
           | dept.
        
         | bonoboTP wrote:
         | He is obviously talking about computer science. Yes, I know in
         | biology or medicine you can often only access the experimental
         | devices during set hours and the lab may not be accessible 24/7
         | etc. But in computer science the schedule is mostly free,
         | except for meetings and teaching duties but those are specific
         | time slots not a regular clock-in clock-out job like a cashier
         | or bus driver.
        
         | analog31 wrote:
         | I'd go further and say it's _dangerously_ untrue. What I advise
         | people is that your results are constantly decaying. Only a
         | rate of progress that _exceeds_ the rate of decay will get you
         | out the door. Decay happens for a number of reasons:
         | 
         | * Your records are never good enough to completely replace your
         | memory of what you did. The longer it takes, the more studies,
         | readings, etc., that you will have to repeat.
         | 
         | * In physical and biological sciences, equipment breaks down,
         | gets taken away, facilities get moved, etc. This stuff happens
         | at a constant rate, and is a pure time cost.
         | 
         | * Technological progress gradually raises the bar for the
         | minimum quality of some results, e.g., in computation. Even
         | "theory" is highly computational these days.
         | 
         | There are also risks of career-ending accidents that can be
         | treated as a constant risk per unit time:
         | 
         | * Your advisor dies, retires, gets promoted to administration,
         | loses funding, changes jobs, gets embroiled in ethical / legal
         | issues, etc.
         | 
         | * Some unexpected new result from another team or industry
         | erases the relevance or novelty of your work.
         | 
         | * You get sick, have family crisis, etc.
         | 
         | * Burnout
         | 
         | Results are the wrong unit of measure. A better KPI is results
         | per unit time. The people who look like they fucked around for
         | 4 years then submitted a brilliant thesis were either working
         | hard all along, or were just brilliant, which I certainly
         | wasn't.
         | 
         | My then-fiancee and I were both grad students. We made a pact
         | to meet at 7:00 every morning in the cafe across from the
         | research building for coffee, to force both of us to stay on a
         | work schedule.
        
           | perfect-blue wrote:
           | This is the kind of advice I give incoming graduate students.
           | The sooner you start to treat grad school like a full-time
           | job, the better. I was in a similar boat: my wife and I were
           | both in grad school at the same time. We worked 9-5 every
           | day, even if we weren't going in to the office. We both
           | finished on time, and generally didn't have a difficult time
           | with our degrees.
        
       | olirex99 wrote:
       | I am really curious to know how Karpathy would update this
       | survival guide in the 2026. Hope to hear something from him!
        
       | nomilk wrote:
       | > You'll sit exhausted on a beautiful, sunny Saturday scrolling
       | through Facebook pictures of your friends having fun on exotic
       | trips, paid for by their 5-10x larger salaries. You will have to
       | throw away 3 months of your work while somehow keeping your
       | mental health intact.
       | 
       | Sounds strikingly similar to early-stage startup lifestyle.
        
       | jefffoster wrote:
       | I did a PhD in the late 90s.
       | 
       | What was the motivation? Honestly, I was too lazy to get a job
       | and staying in academia for another 3+ years seemed amazing
       | (probably not recommended, but it worked out OK for me).
       | 
       | What helped get me through it:
       | 
       | 1) Doing something I genuinely enjoyed - I approached the
       | Computer Vision professor who gave me some ideas. I super enjoy
       | writing code, and the idea of processing gigabytes of video to
       | produce answers seemed cool. I treated it as a super difficult
       | programming project.
       | 
       | 2) Breaking my leg - Just before starting, I broke my leg badly.
       | And that meant working from home with a weekly visit from the
       | professor with a stack of reading papers. That time spent
       | understanding state of the art was super useful.
       | 
       | 3) Funding - At some point, DARPA gave enough money for me not to
       | worry about funding, so I never had to work a job or get
       | distracted.
       | 
       | 4) Marriage - The final straight of writing a thesis was tough
       | and I was super lucky to have a supportive wife who pushed me to
       | get-shit-done.
        
         | butILoveLife wrote:
         | >What was the motivation? Honestly, I was too lazy to get a job
         | and staying in academia for another 3+ years seemed amazing
         | 
         | This is actually how I view academia. "Couldn't get a job"
         | 
         | It really lowered the prestige of a PhD for me. Heck, if I
         | think through my PhD friends... none of them were A students.
         | They were all C-tier.
        
           | bonoboTP wrote:
           | This varies widely between fields and institutions. Getting a
           | PhD position nowadays in ML or computer vision is much
           | harder. You need to already have publications when you apply
           | and need to have experience specifically in the subfield,
           | give a good talk, an interview, a good motivation letter /
           | research statement, recommendation letters from good
           | internships and multiple PIs you worked with, good grades,
           | etc.
           | 
           | It can be different in other fields an in lower tier
           | colleges.
        
           | otherme123 wrote:
           | As if "A" or "C" defined a person capacity. I know some
           | straight A's that went directly for a repetitive and boring
           | but well paid and stable job. Other stayed in academia and
           | turned top scientists.
           | 
           | Academia is a very particular dynamic very difficult to find
           | elsewhere, and some people dig it. You can watch some people
           | finding the same dynamic at Google for example, where they
           | are allowed and encouraged to fiddle around and keep
           | publishing (e.g. the Attention paper, why would Google allow
           | such publication?). Such dynamics are explored in Terence
           | Kealy book "The economic laws of scientific research".
        
       | butILoveLife wrote:
       | Its so esoteric.
       | 
       | You do what your priest/advisor tells you. You honor the priest.
       | You do the latex ritual.
       | 
       | Did it actually do anything? Ah in 8 years someone is going to
       | replicate your study, it wont work, but too late! You got a PhD!
        
       | ModernMech wrote:
       | Doesn't really touch what to do when a new political
       | administration comes in and pulls all your funding or makes your
       | research illegal. This happened to me twice as a grad student now
       | as a researcher funding PhD students.
        
       | bee326 wrote:
       | I am a bit surprised that this article talks so much about actual
       | PhD stuff than high level guidance. Maybe it has to do with the
       | author's personal background/experience or field.
       | 
       | Something I didn't see in the article:
       | 
       | Depending on your field, it can be extremely hard to get tenure.
       | Unless you are a genius and are seeing signs you are well on your
       | way to getting professorship and tenure (publishing good and
       | important papers, really good at communication, checking all the
       | other boxes), you'd better consider an off-ramp as early as
       | possible.
       | 
       | In some fields, 100 people compete for 1 open positions, and
       | that's rough. Having been involved in such a hiring process, I
       | know it's extremely challenging.
       | 
       | I was smart enough to realize I'd never be a good researcher
       | relatively early during my PhD and started preparing for job
       | interviews. Sadly, I see too many people still having unrealistic
       | dreams about being a professor late in their PhD. They even do
       | postdoc and do that for many years until they finally discover
       | they are not hireable. Good news is that they often find an
       | industry job quickly after switching.
       | 
       | I could see that clearly -- their research, originality,
       | communication and understanding of the field is just not there,
       | and one doesn't become a professor without being completely in
       | control of the direction of their academic research.
       | 
       | But it's hard to tell people "you are just not good enough for
       | this". In most situations, you'd be considered unsupportive.
       | However, in this case, it's the best thing you can say to a
       | struggling PhD/postdoc.
       | 
       | (Many professors are completely incapable of advising on
       | students' career. They often find it surprising that a student
       | wants to go into industry. They hold completely incorrect
       | assumptions like a PhD student just goes into a management role
       | as soon as they graduate. Rarely a professor tells you that you
       | should not pursue tenure.)
        
         | cjamsonhn wrote:
         | >I was smart enough to realize I'd never be a good researcher
         | relatively early during my PhD and started preparing for job
         | interviews
         | 
         | What are some things that made you realize that? Im considering
         | going into research and certainly have some doubts
        
       | d_burfoot wrote:
       | Gah, don't take advice about doing a PhD from the dude who had
       | the best possible academic experience! The vast majority of
       | people who've gone through the PhD grinder have had radically
       | worse outcomes than Karpathy. It's like taking advice about
       | starting a cult from Joseph Smith.
       | 
       | (This is not to say you shouldn't do it. Just get info and advice
       | from a less biased source).
        
       | inaros wrote:
       | "Never confuse education with intelligence, you can have a PhD
       | and still be an idiot."                 -- Richard P. Feynman
        
         | xtracto wrote:
         | Or as a good friend told me when I was starting my PhD: "those
         | of us that finish our PhDs are not the most intelligent, but
         | the most stubborn "
        
           | perfect-blue wrote:
           | Or lucky! I had a great time during mine because my advisory
           | was amazing. However, my cohort mates, many of whom I'd say
           | are much smarter/intelligent than I, got stuck with terrible
           | mentors.
        
       | jleyank wrote:
       | If you want to work in the biotech/pharma business, you can be a
       | PhD or you can be a technician. The latter needs to have "a good
       | pair of hands" in the lab to be successful. The former, at least
       | in the 00's, needed lab skills as well, but they tended to
       | acquire a group when they moved into more medchem than synthesis.
       | There's a number of support groups (physical or computational
       | chemistry) that has similar staffing.
        
       | perfect-blue wrote:
       | His guide to doing well in undergraduate courses is decent enough
       | that I've sent it around to my students as well. I sometimes have
       | to teach first or second year students and the amount of
       | questions I get about _how_ to study or _how_ to do well is
       | significant. We kind of forget that this is a learned behavior,
       | and everyone learns it at different times in their lives (or not
       | at all).
        
       | niemandhier wrote:
       | A PhD at a research focused experimental institution creates a
       | particular kind of human that is absurdly resistant to stress and
       | despair: Ask an x-ray physicist using DESY about the horrors of
       | "Beam Time" or a chemist about crystallising proteins.
       | 
       | Most people I know don't use their actual skills anymore, but all
       | of them shrug off whatever you throw at them at work without
       | blinking.
        
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