Work after work: Notes from an unemployed new grad watching the job market break
177 comments
·November 10, 2025windowshopping
Two initial thoughts:
1. This author's writing is extremely, uncommonly good. Good enough to write a book and have it sell. "Competing with the past of the economy," "residual behaviour of a world that treated labour as sacred," "immigration without immigrants" -- there are many elegant turns of phrase here. This is a very skilled writer.
2. His resume is designed poorly. Have a look. I'm not surprised his job search has been unsuccessful when his resume looks like an essay. OP, you gotta cut that text down by like 70% and put more highlights. This is the world of tiktok and instagram reels.
chis
I can't really agree. I mean you scroll 1 paragraph down and it says he worked a Google Deepmind, that's really all I'd need to see. I think the market is just super hard for new grads. I've heard from people that had to apply to hundreds of companies and do 20+ interviews to get something.
Totally agree that this guy could write books though.
On some level I always wonder if it'll be better for society if the next generation of bright young minds gets rejected from these tracked paths to big tech or finance and instead are forced to do creative new things. Of course I feel for them too, and losing one's identity at a useful cog in the labor market is a fate that is going to come for all of us soon.
calepayson
> 1. This author’s writing is extremely, uncommonly good.
> 2. His resume is designed poorly… This is the world of TikTok and Instagram reels
Imo this is exactly the problem. We’ve constructed a system where brilliance doesn’t shine through. The idea that someone as thoughtful as OP needs to tiktokify their resume to even have a chance at getting hired is ridiculous.
I’m young, so I have no clue, but surely the job market didn’t always work like this?
windowshopping
Well, I think there's a middle ground between "tiktokifying" and "having your CV look like an essay." Brevity is the soul of wit, after all. These summaries of projects/positions are just very long. In this context, I feel they're too long. 1-2 sentences each should be sufficient, not extended paragraphs.
Many other commenters here disagree, though, so....clearly it's subjective!
gedy
In my limited world view and 35 year career, the big shift I see (which I view is a problem) is that companies seem to lean way more on young HR types to recruit and filter than in the past. I can’t speak for everyone, but to me it seems it used to be a lot more common for the skilled hiring manager to be responsible for looking for new hires.
nradov
That happened because online job sites made it so easy for candidates to apply that hiring managers could no longer personally keep up with the flood. It's a bad situation for both employers and candidates but there doesn't seem to be any practical alternative.
bern4444
He calls it a CV and given the education background is British it's more inline with what a CV is meant to represent - a deeper dive into your background and experience - compared to a resume which is a condensed 1 page summary.
In the US we often use the term interchangeably but internationally they are quite different.
windowshopping
True, but I don't see a separate resume on the site. Correct me if I missed it but my understanding is that he is using that CV as a resume.
hansvm
Resumes are normally tailored for the role. The CV is the raw source you use to tailor them. It's a little strange to have a blanket "resume" available for public perusal.
alyxya
I tend to think resume advice is overrated. There's so much variability in how companies screen them, who reads it, what they care about, and how they get read. People tend to give advice based on their idea of what a good resume should be like, but it's very difficult to properly measure how good some advice is. Saying "I'm not surprised his job search has been unsuccessful when his resume looks like an essay." feels unnecessary when you're overly judgmental on your preferences.
My overall impression of the resume is that it's fine, but I expect a ton of other candidates to have similar looking resumes. If I were to give advice, either create and demo a really interesting project and show it to someone who would find it interesting (maybe they've done related projects themselves), or find new communities and different groups of people that you share common interests with. It's hard to stand out with just a resume alone, and changing formatting and rewriting words don't change the underlying content.
devnullbrain
As a candidate, it can be confusing to read application advice. You'll often see people say that they look for x-y-z when hiring, which conflicts with when you saw someone say they look for a-b-c the week before. How can both be true?
Because both are true, for what they look for. But what's considered standard or desirable differs massively from one market to another - region, industry, role. It even differs at the most granular levels: companies, departments, interviewers. At some point, the difference in what is desired is just differences in culture fit. Applications aren't an exam and you shouldn't expect to 'pass' them all any more than you should expect to 'pass' every date.
If you are a hiring manager, you know what it takes to get hired at one company. That's less than what someone knows if they go out and get two job offers. So, do us a favour, don't muddy the water.
khannn
I've had an interviewer give me resume advice that I implement, then the next interviewer tells me to undo what they said. Thinking about undoing the AI enhancements on mine after I saw a lot of people at a previous team using AI resumes including one that had verifiable lies.
lisbbb
It a bit too long to get the main points across. Also, a wall of text is becoming something people ignore, no matter how important it is. Make a video, bring these ideas to life.
never_inline
To be honest, I dont think recruiters read the CV anyway.
pizlonator
> His resume is designed poorly.
Yeah.
OP - shorten it! Make it easy for hiring managers to quickly glimpse what are your key skills. Is it Python? PyTorch? Tensorflow? C++? When I'm flipping through resumes to decide who to screen, I'm looking for keywords. You're not giving me keywords so I'm going to be annoyed by your resume, and that might give you a weaker shot than you'd otherwise have.
alyxya
There's a skills section that lists keywords. Personally, keywords mean relatively little to me, because I don't think of people's skill sets as being static, and anyone can learn anything.
windowshopping
It is less about the content and more about the design. It is hard to skim. Recruiters receive thousands of resumes and need to be able to get the key points at a glance, and I just don't feel this design effectively works toward that goal. Everything's there if you spend the time to read all of it, yes, but a resume's goal is often to get someone to notice it fast - not to convince someone after a long leisurely read.
pizlonator
Ha, you’re right.
And I missed it when skimming
The people looking at your resumes will skim because they have a lot of resumes to look at
ttoinou
He is driven by project based learning, which to me helps me a lot understand his CV right from the beginning
boznz
His CV is fine, better than most of the CV's I've seen recently which are just tech-wank-word bingo.
urlahmed
Hey all, OP here (author of the blog post, someone else submitted it ).
I wrote this a few days ago mostly out of frustration and honestly did not expect it to go anywhere. It is pretty surreal to wake up and see it on HN with so much discussion.
Thank you for reading and for all the comments, messages, and thoughtful critiques.
I am currently looking for roles that sit at the intersection of ML, product, and research. I like open ended work where you figure out what to build as much as how to build it. I am a builder, and I also enjoy PM type work and being close to users and the product. If you are working on something in that space and think I might be a fit, I would love to chat.
Also, thank you to Daniel Han for sending me the link and bringing this to my attention.
In any case, thanks again for reading and for the conversation.
mike_hearn
Great article, well written. I'd certainly consider interviewing this guy - if I was hiring. Based on the other comments it's worth noting a few things:
1. Ahmed seems to be in the UK, not the USA. H1Bs don't affect him. This isn't obvious because he talks about the USA. However, the mass immigration into the UK might have impacted him by saturating the low skill markets such that everyone else has to fight over the remaining high skill jobs.
2. His internships and projects have all been ML/AI, with his most recent at DeepMind. It's not obvious from the article that he's been one of the people working on automating everyone else out of a job; an ironic twist given his predicament (I'm sympathetic but to some extent, those of us who live by the sword...)
3. The British economy is in the toilet at the moment. This is the most likely reason he can't find a job but it doesn't get a mention at all, which is curious. It doesn't make much economic sense to grow a corporate presence in the UK currently given that Labour is raising taxes, attacking the private sector, imposing heavy regulation on the tech industry and so on.
rorylawless
It seems he graduated early this year so hasn't been in the market for too long. A few months out of work is a soul destroying experience, however, it can get worse, unfortunately.
phatfish
I wish Labour would impose any regulation on the tech industry, let alone "heavy". The UK is running sacred of Trump and will do nothing to stop the US tech giants avoiding tax and causing social unrest.
nradov
Why hasn't the UK been able to create any local tech giants? Would more regulations imposed by a Labour government help to turn that around?
urlahmed
Hey all, OP here (author of the blog post, someone else submitted it ).
I wrote this a few days ago mostly out of frustration and honestly did not expect it to go anywhere. It is pretty surreal to wake up and see it on HN with so much discussion.
Thank you for reading and for all the comments, messages, and thoughtful critiques!
I am currently looking for roles that sit at the intersection of ML, product, and research. I like open ended work where you figure out what to build as much as how to build it. I am a builder, and I also enjoy PM type work and being close to users and the product. If you are working on something in that space and think I might be a fit, I would love to chat.
Also, thank you to Daniel Han for sending me the link and bringing this to my attention.
In any case, thanks again for reading and for the conversation.
alyxya
To the people at the top, the job market is a statistic. They can't feel empathy on an issue they're so disconnected from, so they just think it's not their problem, or there isn't much they can do about it. Technological innovation is supposed to mean society can produce more with less work, so in theory everyone's lives could end up better off over time where we could all work less and get more, but in practice, I see more meaningless work created and wealth continues to consolidate at the top.
gruez
>To the people at the top, the job market is a statistic. They can't feel empathy on an issue they're so disconnected from, so they just think it's not their problem, or there isn't much they can do about it.
Who are the "people at the top" you speak of? Are they just an amorphous blob of executives and politicians?
>Technological innovation is supposed to mean society can produce more with less work, so in theory everyone's lives could end up better off over time where we could all work less and get more, but in practice, I see more meaningless work created and wealth continues to consolidate at the top.
Yes, if you're willing to accept pre-industrial revolution levels of living standards, you can probably get away with hours of work per week with modern technology, but people want iPhones and 5G internet, so they can complain on HN.
AdieuToLogic
> Technological innovation is supposed to mean society can produce more with less work, so in theory everyone's lives could end up better off over time where we could all work less and get more, but in practice, I see more meaningless work created and wealth continues to consolidate at the top.
I applaud this optimistic interpretation and wish it were true. Where I differ from your opinion is; "Technological innovation is supposed to mean society can produce more ..."
Unfortunately this is not the case, as technological advancement is usually driven by attempting to reduce costs. And labor is often the highest cost a company incurs.
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yesimahuman
I really feel horrible for people who bet on CS and are hitting this job market right now. It's interesting, back when I was in elementary school in the 90's, parents of friends knew I had an interest in computers and would tell me becoming a programmer or IT person was a terrible job and I should avoid it. That was maybe true until it wasn't, and it ended up being highly lucrative. I can't tell if this is the same thing all over again or something completely different. What I think will be fascinating to watch is how the market for talented engineers changes as the bottom drops out and the pipeline of new grads dries up, or maybe it will balance out again? Or will these companies reap what they sow as they stop hiring and then cannot hire again because no one is entering the field anymore?
ghaff
AI may actually change everything but I suspect things are cyclical to at least some degree. The $400K jobs may dry up for most--and certainly having two or more those jobs at the same time will--especially for people without degrees or degrees from no-name colleges or boot camps. It may be reasonable to expect CS/programming jobs will become more like lots of other STEM degrees in terms of requirements and comp.
Which is certainly a lot different than the expectations that were set since post dot-com.
Obviously (? I think) there will be jobs but they may well be more in line with middle-class professional jobs than some cadre has been in the last 10-20 years.
tayo42
Job markets are bad for everyone though
nradov
Job markets are pretty good for electricians building data centers.
https://www.facebook.com/TheRealMikeRowe/posts/pfbid02UTHoop...
ghaff
From what I've seen, CS/programming job growth is significantly worse than in other comparable fields. Though my guess is that's a retrenchment from overhiring and overpaying.
margorczynski
The most baffling thing is that even now the H1Bs, etc. are still pouring in. How can you say there is a shortage of IT talent and you need to import them where most grads can't find any work?
cube00
My company had an onshore hiring freeze, while still hiring offshore. C-suite had the nerve in an all hands to say they were expanding offshore because there was a "local talent shortage", all while an onshore hiring freeze was still in effect.
This wasn't even a secret; in our stand ups our immediate manager said that they were blocked from hiring onshore and only had offshore quota available if they wanted any more team members.
C-suite seem to think they can lie straight to our faces and know they'll get away it.
scorpioxy
They can. What are you going to do? Quit? That's exactly what they would want. Much cheaper to increase the squeeze than pay redundancies.
By the way, it's very similar here in Australia. I don't think there's anything an individual can do in this case. This needs regulation. Even with better workplace protections, the forums are full of people describing what you described and worse.
j-bos
Same thing at my co! The kicker is that our team is down two people with the expectation of increased productivity because of AI. But no filling in those spots, because only offshore, and offshore can't even join our team because of colocation policies.
clanky
> C-suite seem to think they can lie straight to our faces and know they'll get away it.
Hate to say that they're probably right? At least for the moment, tech workers have almost none of the organization or radicalization that would be required to push back against this.
andy99
If they can get away with it, it’s because they have a product where quality doesn’t matter. If you want to see everything outsourced, “ organization or radicalization that would be required to push back against this” seems like the way to go.
arthurcolle
Why are executives allowed to lie, and the rest of us have to just deal with it? At some point the chickens come home to roost
throwawayFanta
As a counter point, at the bigTech i work at, since Trump's H1B visa fee announcement all H1B hiring requires approval from pretty high up in the management chain.
PlanksVariable
At the big tech company I work for, it’s been at least 5 years since I was asked to interview a US citizen. And I have younger relatives and family friends who are recent CS grads that are smart and desperate for jobs. I don’t know what’s going on anymore.
thefourthchime
Same, we haven't hired in 5 years. I know bright young college grade who has been looking for a job for way too long.
s5300
[dead]
Jcampuzano2
Because they can't push their finger down a new grads throat if they push back.
Someone who's families very presence in this country depends on their employer will rarely find a reason to complain about being overworked to the bone or told to do questionable things.
H1B and other programs have a noble purpose that is often (but not always) abused to create loyal servants.
margorczynski
The allure for companies of exploiting H1Bs for cheaper and more effective labor I understand. But it is not companies who (at least officially) set the rules and laws regarding immigration.
So the questions is why the government is not turning off the outside supply when there is an internal oversupply.
llmthrow0827
You have a grave misunderstanding of how the American government works if you think this isn't things working as intended.
gdulli
They stoke fear of immigrants to win elections, but to the extent that their donors want that labor, it will be allowed to continue.
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ralph84
Because H1B was never about shortages, it is about wage suppression and having an exploitable underclass.
asdfman123
At Google they're building parallel teams in India right now.
I feel like 20 years ago the cultural gap between an American an an Indian was too great for offshoring to be successful. Now, what's really different between myself and my counterpart in Mumbai? Many managers here are Indian anyway, lessening the culture gap still.
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thefourthchime
Yeah, true. I worked for a big tech company when they were building a team in China so they could lay us all off in Palo Alto.
asdfman123
How long did it take?
dilyevsky
What relevance does h1b program have to someone trying to get hired in the uk (or remote)? Id wager if op graduated in the us and was willing to work in the office he’d find a decent paying job much sooner with a résumé like his
IdiocyInAction
A new grad is not necessarily the same as a potential H1B hire. Tech workers are not fungible. A company might prefer to hire an Indian or Polish person who has won ICPC, has hard-to-acquire experience, etc. over a D-average new grad without internships from Georgia or something.
gruez
>The most baffling thing is that even now the H1Bs, etc. are still pouring in.
Source? Trump's 100k fee only started in September, and I can't find any official statistics since then.
struct
First, I'm sorry you're having problems finding a job -- that sucks.
Second: consider that sometimes, the cost-benefit of automation depends on perspective. An example that I like to give is Ocado's automated grocery warehouses in the UK: impressive technology, very efficient, but during the COVID-19 pandemic - when everybody wanted online groceries - Ocado had to stop accepting new customers. They didn't have the capacity, and adding a new warehouse took years. The regular supermarkets hired people and bought vans, they were able to scale up.
Automation is great, but it can't help businesses adapt to novel situations. Corporate life is about cycles: the pendulum swings one way, then the other - we've just swung hard over to the automation side for now. The best strategy: know the limits of AI tools, prove your agility and ability to do the things the tools cannot do.
lacker
What jumped out at me is that the author had three internships. Those are essentially "entry-level positions". If you do well at an internship, you typically get a job offer. If you don't do well, usually you can at least get some useful feedback.
I'm not saying that everything is perfectly fine in the job market right now, it's just a lot more productive to focus on "what skill do I need to work on, that would have let me convert those internships into full time jobs", rather than "man the job market is bad".
blackjack_
That or the hiring pipeline broke, which is what we keep continually hearing from high ranking graduates of the past few years.
It’s certainly possible the author is a bad candidate, but it seems in bad faith to first argue that the author is bad because he doesn’t have an job instead of actually considering the argument.
tkzed49
I would be careful assuming that a lack of performance was responsible for the internships not converting.
At my company, I've recently seen a lot of cases where interns don't get return offers. Maybe they're all underperforming for pre-entry-level, but I seriously doubt that.
I will also point out that hiring is rarely skill based. I mean seriously. You can be great and not get hired, and you can be a liability and get hired anyway. This was true even before the post-COVID squeeze.
RobertDeNiro
Yeah, our team of two gets two interns a semester. We cannot convert them to full time as there is no position open. Complete hiring freeze since 2022.
StellarScience
We paused hiring fresh grads, but still hire interns, and those who prove themselves get full-time offers. We've found internships to be a great pipeline to great hires over the years.
We've had several candidates with completed bachelor's degrees apply for internships, prove themselves, and get full-time jobs that way. This "back door" job hiring pathway might work elsewhere as well.
brailsafe
I believe they addressed this implicitly as a familiar explanation without actually needing to say it. Despite it being extremely rare to be able to pinpoint via external feedback mechanisms which areas conceivably provide tangible roi, it's just always relevant work on your weak spots.
The reality of the situation (which varies a bit depending on region and discipline) is that many people and economies are indeed cooked for a variety of reasons, and it's a much better explanation than some skill issue. People who think they're in the same economy just don't want to believe it's as bad as it is, or legitimately don't know many people in that age group.
It was a skill issue to some extent for me when interviews weren't working out because I couldn't do niche algo problems, or I didn't get a second or first call, but it was never the way it is these days. It was difficult in pre-covid times to get back into a job if I got laid off, sometimes took a year, but there was some information to go on. I'd get interviews periodically, maybe second interviews, maybe 5 interviews, before I'd be rejected. It was maybe 1 in 40 in terms of interview to application ratio; bad enough to end up living in the car, but even then I could pick up a manual labor or barista job. Now.. it's honestly not even worth applying in many cases. It got real dark before I landed my current one, to the point where I considered switching industries, but there was no viable path to do that and see prosperity on the other side. Even now that I'm in a relatively well-paying position, it's still precarious, and long-term prosperity is not even really a remote consideration; I have to assume that despite my best efforts to preserve my income, it can and likely will go away at any time, and therefore even the most basic mortgage (which would still be ~4x my annual gross income and give us less space than renting, doesn't seem feasible. I think it would be more beneficial to just completely forget about trying to aim for milestones that barely exist anymore.
Currently, my spouse has been out of work for nearly a year, not in CS, and she's depressed—rightfully so—because it's never been this bad in our adult lives. No responses _at all_ for any job, and she's way more capable on paper for the stuff she's applying to than I am for SE. One single interview in the last 6 months for something paid, and it didn't pan out. This is Canada mind you, but still.
The economy is now composed of people who have jobs and are stressed about them disappearing, people who don't need work and do own all the land, and people who might miss a majority of their 20s in terms of working life unless they pull some miracle out of their ass quickly.
qazxcvbnmlp
Agree 100%
It's very hard to get a job right now, I don't doubt that. Also it's not very helpful in getting a job to look at macroeconomic trends: the relative change in the trends is much smaller than how you show up in the process.
The poster had consulting work, and 3 internships.. I sense a disconnect between what a potential employer needs (ie why they would pay you) and what they have to offer.
Its easier for the ego to go "man the job market it bad", ie if I don't get this job what does that say about 'my worth as a human' but its not very helpful in getting a job.
andy99
Yeah either he’s just really unlucky - it’s certainly possible to intern at a place that then implements a hiring freeze or something, or there is more too this.
platevoltage
This was my experience after I did an internship in 2024.
bwhiting2356
> “I am not the person in the VR rig or in the forklift chair. My world is the white collar side of this,”
Society should not be engineered to make sure members of the professional class don’t have to enter the working class. To do so would be unfair to the working class, not to mention bad for competition and productivity. Demand is high for a variety of trades and healthcare jobs.
ineedasername
>The industrial nations of the twentieth century were built around the idea that work was the organising principle of life
Hopefully this is what changes. If, for example, AI reduces labor needs by 50%, we ought to gradually move to a 20 hour work week. Consumption patterns would change— the Covid years provide some very limited guidance on how such a dynamic would be shaped by changing the demand for different forms of entertainment and leisure activities.
The main thing though especially in the US with its cultural roots is that western society will need to reevaluate the idea of person worth so tightly coupled to labor and career- and the Puritan Work Ethic.
gruez
>Hopefully this is what changes. If, for example, AI reduces labor needs by 50%, we ought to gradually move to a 20 hour work week. Consumption patterns would change— the Covid years provide some very limited guidance on how such a dynamic would be shaped by changing the demand for different forms of entertainment and leisure activities.
How would this work for the jobs that can't be replaced by AI? Sure, the programmer might be able to work 10 hours a week because of AI, but it's unlikely anything similar is going to come any time soon for nurses, so do they have to continue working 40 hours? What happens to salaries? If programmers can work 10 hours and still get paid 6 figures, wouldn't everyone flood into it, driving down prices? Conversely wouldn't the wages of jobs that can't be replaced with AI go up, because we still need nurses or whatever?
As someone who is actively hiring and looking at a lot of résumés from fresh grads (albeit looking for more systems programming experience), I would personally not move forward with an interview for this CV.
Red flags for me:
* Talks a big talk on AI but it’s inscrutable if any of it goes beyond “I installed PyTorch and ran example code/prompted an API” * Multiple projects but from demos it’s very unclear what they actually did. (Not “very legible technical work”) * No GitHub on résumé despite claiming it on “skills”
I can get a good engineer onboarded to AI tooling quickly (heck, some of the referenced techniques have existed for only months), but I can’t reliably take someone from AI consumer to engineer.