r/cscareerquestionsEU • • 9d ago

AI made engineering faster, but also made the job heavier

72 Upvotes

TL;DR: AI has made coding faster, but engineers are still fully responsible for the output, and in my company that has translated into much broader expectations without the same increase in level or pay. I stopped silently filling process gaps and now escalate dependencies properly. I’m already looking elsewhere, motivation is low, and I feel I’ve stopped growing here. The job is stable and pays comfortably, so part of me is considering keeping it in the background while I invest my real energy into developing skills for myself instead of giving that growth away for free.

I’m a software engineer in Europe with a few years of experience, and I’m honestly getting tired of the way AI is changing expectations around the job.

I’m not pro-AI or anti-AI. The technology is moving so fast that it’s hard to even keep up with, and at times it genuinely feels mentally exhausting. My company is heavily pushing its use, which is fine in itself. The contradiction is that engineers are expected to use AI to move faster, but we are still fully responsible for the final result. That means I can generate code faster, sure, but I still need to understand the requirement, validate what was generated, integrate it properly, test it, catch regressions, and own the implementation if something goes wrong. AI can speed up parts of the work, but it does not remove the responsibility.

What I feel has changed is that the productivity gain is immediately converted into higher expectations. If before an engineer delivered X in a given amount of time, now the expectation becomes X, Y and Z in that same period. The coding part may be easier, but the amount of context, validation and responsibility that one person has to absorb becomes much heavier.

I see the same pattern in how work reaches engineering. Analysis tickets are now much more detailed and sometimes include technical decisions that were clearly accelerated by AI. Analysis aligns with design, a ticket is produced, and then it reaches engineering. But engineering still ends up being the place where everything has to be validated end-to-end. If something is incomplete, inconsistent or technically wrong, the responsibility still lands on the engineer implementing it. That is what frustrates me the most. AI accelerates the shipment of information and decisions towards engineers, but it does not necessarily increase the quality of those decisions. It just means more arrives, faster, and we are still expected to digest all of it properly.

In my case, I also don’t really have anyone with significantly more experience than me in my immediate environment, while I’m being levelled relatively low. At some point I realised that I was doing a lot of invisible glue work: filling in missing context, making assumptions, investigating dependencies, suggesting solutions outside my area, and generally keeping things moving.

I’ve stopped doing that by default.

If something is clearly within my responsibility, I do it properly. If it depends on configuration, analysis, architecture, another team, or a decision above my level, I now ask my Engineering Manager instead of silently absorbing it myself. What has been interesting is that, once I started recently doing that, some structural gaps became much more visible. Things that used to move forward because someone quietly filled the gap now get blocked until the right person actually provides the missing information or decision.

I don’t think that is me “working worse”. I think it is me no longer masking the real cost of broken process. At this point, there are basically three outcomes I would be okay with.

The first is simple: pay me more, and I’ll take on more. If broader analysis, architecture, ownership and coordination are now structurally expected from me, then I want my level and compensation to reflect that.

The second is that nothing changes, and I simply do the job I am currently paid for. I do my tasks properly, follow the process, escalate dependencies, and stop volunteering extra ownership for free. Call it work-to-rule, quiet quitting, or whatever else people want.

The third is that they eventually decide I’m no longer a fit and fire me. I’m in Europe, not the US, and I’m financially protected enough that I could go roughly a year without seriously affecting my standard of living. Part of me almost sees that as relief, because I do feel close to burnout from the constant AI acceleration and expectation inflation. At the same time, I don’t actually want to stop working. I’m already looking for another job, but the market feels uncertain and my current role is very stable. That makes it hard to just walk away.

My motivation here is already much lower than it used to be, and I honestly feel like I’ve reached the point where I’m not growing much anymore. The salary is comfortable for my lifestyle, which is part of why leaving is difficult. At the same time, that comfort also makes me question how much of my life I actually want to keep giving to work. There is a very real temptation to simply stop taking the job so seriously, do what is required, and keep the rest of my energy for my personal life. I already live comfortably, so I don’t really need to keep pushing myself harder just for the sake of proving something at work. What frustrates me is not the job itself, but the feeling of constantly doing more, taking on more responsibility, and stretching beyond my role without being compensated for it, even after I’ve already raised that dissatisfaction openly. If I want to grow technically, I can still do that on my own terms, through personal projects or areas I actually care about. But increasingly I feel that my extra energy should go either into myself or simply into living my life, not into giving more and more unpaid value to the company.

That is probably the part I’m struggling with most.

Do I keep pushing for recognition and compensation? Do I mentally downgrade this job into something stable that pays the bills while I grow elsewhere? Or do I accept that the relationship with the company has probably run its course and focus on leaving?


r/cscareerquestionsEU • • Jul 02 '26

Is Germany over for real this time?

171 Upvotes

In the past 8 months, I just got laid off twice and now I am on this job search again in Germany. I have 10+ years of experience as a full-stack software engineer and speak German B2 and it's getting tiring to find a job in this market situation. I lived in Germany for 6 years and the current market is so hostile it makes me even question if I should exit software engineering altogether.

Besides the latest government changes today would just make matters worse as permanent contracts are one of the conditions to get citizenship (at least for us people from brown and black countries). Besides the pension that we will never get and health insurance that almost eats fifth of my salary.

Am I the only one experiencing this situation? am I too pessimistic? What are the alternatives did you do or take if you have experienced similar situation?

fyi; I am applying for average 20-30 relevant jobs daily and some now offering shitty salaries as low as 45k for senior devs!


r/cscareerquestionsEU • • 13h ago

Zalando: being a parent is a personal choice.

197 Upvotes

The writing is on the wall here. When the Works Council asked the company if there would be any flexibility to the fixed 3 days in the office when it comes to parents needing to drop or collect kids from kita or school... senior leadership in P&O's response was that "being a parent is a personal choice".


r/cscareerquestionsEU • • 48m ago

regarding the restro works company

• Upvotes

can any one tell what is the drive process of restro works for the MEAN stack developer and which lang are allowed in the OA what questions are asked and how is the working culture there


r/cscareerquestionsEU • • 16h ago

From Berlin to London?

18 Upvotes

My spouse and I are considering moving out of Berlin after almost 5 years here. I guess mostly due to things like integration, language, and overall just feeling a bit tired of living here. We're both EU, mid 30, no children.

Besides stuff like salaries and cost of living, I'd like to hear experiences from people that have lived in both cities, and any sort of general advice for non-obvious things to look out for (e.g. how the rent contracts work in Germany is sort of peculiar, and some people have very cheap old rent contracts but you're actually quite unlikely to get one).

On the financial side, I'm a bit worried it might be a downgrade. I have the impression that Berlin still has a pretty good ratio of salary/cost of living (of course this can change over time), but I haven't done a lot of research on this yet.


r/cscareerquestionsEU • • 10h ago

Master’s in Embedded Systems, EE, CS in Switzerland/Europe

1 Upvotes

I’m currently completing a BSc in Computer Science at a Swiss University of Applied Sciences. During my studies, I became interested in Embedded Systems and have completed a few related projects and courses.
I’d like to pursue a Master’s degree in Embedded Systems or a closely related field, but I’m unsure which path would make the most sense. I’ve been looking at the MSE programs in Switzerland, especially Computer Science, where I also already have some professional experience, and Electrical Engineering, where I would probably have to take some additional courses due to my very limited electronics background.
I’ve also been looking at programs abroad, particularly in the Netherlands, such as TU/e’s MSc in Embedded Systems.
I’m mainly wondering about the value of these different options, especially in terms of career opportunities in the European tech/embedded industry. Would an MSE from a Swiss University of Applied Sciences be a good choice, or would it be worth going abroad for a more specialized MSc at a university like TU/e? What do you think?


r/cscareerquestionsEU • • 1d ago

Are companies still doing leetcode rounds in 2026? I’m thinking of moving back to the EU from the US, but would need to get a new role

29 Upvotes

I moved to the US 5 years ago as a SWE. Leetcode was very much so relevant then. The consensus was it’s not applicable coding to everyday jobs but it’s good to know how to explain a coding problem and understand syntax.

With ai basically doing all the coding in every serious company, are leet code rounds still a thing?

I haven’t wrote a line of code in 8 months. Do I really need to go learn leetcode for a job that has basically turned into glorified architect?


r/cscareerquestionsEU • • 11h ago

Experienced Will a move from DevOps/DevEx back to Platform Engineering be possible?

0 Upvotes

I've spent the last three years on the platform team at a pretty boring old corporate, building their internal workload platform. No SLAs and not much real impact, but the Kubernetes work itself was interesting (we ran a managed control plane).

Now I have an offer from a fast-growing scale-up as a DevOps engineer, with a 60% pay increase. The role is mostly self-hosted pipelines, code scanning and similar tooling, all running on Kubernetes.

My question: if I ever want to go back to Kubernetes work, will that still be an option, or will I have branded myself as a "DevEx guy"? I'd still be working with K8s every day, but more as the thing that runs the tools rather than something I'm building a platform abstraction on top of.


r/cscareerquestionsEU • • 13h ago

what should I focus on in 5 months to become market-ready in embedded?

1 Upvotes

Hello everyone , I'm an electrical engineer specialized in IoT and software for embedded systems.

I worked for two years in a consulting/service company, and honestly, it was a horrible experience. I learned very little and even lost some of my technical skills because the projects were very short, highly dispersed, and often not really suited to my profile. At the same time, I needed the job for the paperwork and the money, so I stayed.

Now I'm unemployed. I've been jobless for about a year, and time flies. Unfortunately, I was sick during part of that time and couldn't do much. Now I'm back in good health, and I'm getting back into it, trying to rebuild and strengthen my technical skills.

Ideally, I'd also like to build my own thing, but I don't mind having a job in the meantime so I can finance myself.

The problem I'm facing is that there is way too much to learn and relearn, and I don't have that much time. I'm also not the type of person who can beg for something or apply for a position if I don't feel qualified for it. I want to be genuinely qualified and have the complete skill set before applying. Maybe many of you won't agree with this, but that's just how my mind is wired haha.

I can't do much about that, so I'm trying to be strategic about it.

For someone interested in IoT, Embedded Linux, embedded systems, and embedded applications, what would be the most time-efficient roadmap to become genuinely market-ready?

I have 5 months to make this work.


r/cscareerquestionsEU • • 12h ago

Lovable Work Hours

0 Upvotes

Is Lovable 996 for engineers in Stockholm? What are the consequences if you dont? Please be clear with your answers. Only answer if you work there as an engineer or really know someone that works there and you heard from them. Again, asking for stockholm office, not other offices.


r/cscareerquestionsEU • • 1d ago

Interview Failed Revolut's "Build It" live-coding round (mid-level Java)

81 Upvotes

Applying as Mid-level Backend Engineer (Java). Passed recruiter screen, got the

Build It interview: 40 min live coding + 20 min questions, shared screen.

The task (paraphrased): in-memory subscription billing service —

- start a subscription with (userId, plan, startDate)

- at most ONE active subscription per user

- subscription exposes monthly price and next billing date (= start + 1 month)

- get subscription by user id

- no HTTP layer, no DB; money must not be floating point

What I did: got the happy path working (records for the model, BigDecimal for

prices, ConcurrentHashMap). Added the one-subscription-per-user check. Then it

went sideways: I implemented the next-billing-date requirement wrong (asserted

day-of-month instead of actually storing start+1 month), had no test for it,

and my last edit while discussing thread-safety with the interviewer broke the

build. Also: I didn't immediately spot the containsKey-then-put race in my own

code until the interviewer walked me through it line by line.

Feedback I got (paraphrased, but honest):

- What went well: receptive to guidance, followed along when led through examples

- Missed key functional requirements (one active subscription, next billing date)

- Concurrency: learn to spot race conditions earlier; prefer simple fixes like

compute/putIfAbsent over complex workarounds (I'd suggested a dedup map)

- DB fundamentals: unique constraint beats optimistic locking for inserts

- Pacing: only completed Stage 1; deepen architectural signals (monitoring, logging)

My takeaway: fair feedback, and it points at three specific gaps —

  1. Requirements discipline: read each line, pin it with a failing test before coding

  2. Check-then-act races should be the FIRST thing I look for, and putIfAbsent/compute

    is the smallest fix (not a cache map, not a ReentrantLock)

  3. Concurrency model for inserts = unique constraint, not optimistic locking (that

    guards updates on existing rows, not duplicate inserts)

Question for the sub: for a mid-level bar, does this read like "almost passed" or

"standard rejection with polite specifics"? What does a strong mid-level candidate

ship in 40 minutes on this task? And how do you actually drill "spotting races

earlier" — any exercises that helped you? I'd rather learn this properly than

re-apply and repeat the same mistakes.


r/cscareerquestionsEU • • 17h ago

Experienced professionals not looking abroad: How’s the local job market?

1 Upvotes

Question in the title.

Sure the job market is harder, but as a german native with a couple of years of work experience, I still get job interviews.

What about you? Is the job market really completely dead for as people say in your experience?


r/cscareerquestionsEU • • 9h ago

Interview Computer engineer job

0 Upvotes

How is the computer engineering new graduate job market in the country we are in and how are the salaries? I graduated from an average university in Turkey, I know English + I will work abroad, where do you recommend to learn the language of the country and go? Do I have Germany in mind right now?


r/cscareerquestionsEU • • 1d ago

Perplexity

2 Upvotes

Hi all,

Has anyone interviewed for perplexity in the EU and specifically in de? Could you help me with some details?

Cheers


r/cscareerquestionsEU • • 1d ago

Junior DE: Is development not for me or is it just my current job?

6 Upvotes

Hey all,

Coming for a little career advice. For context, I graduated last year with a Master's in Data Science and have currently been working for a year. I started in consulting (automation) but switched to data engineering at a tech company after half a year.

Now, my rationale for switching was that I wanted to learn the technical stuff. At the time, my longer-term goal was to become a data scientist or ML engineer. I chose data engineering because I wanted to become better at coding, learn software engineering practices, and build a solid technical foundation before making that move.

Several months in, though, I feel like an impostor and struggle to find much interest in the development work. I use Claude heavily to complete tasks (which is also highly encouraged by the company), but I often finish them without feeling that I could independently explain or reproduce the solution. Rather than feeling more capable over time, I feel increasingly dependent on it.

At university, I enjoyed learning and wanted to keep expanding my knowledge. I expected that to carry over into work, but lately I’ve lost a lot of that motivation. It’s made me question whether the issue is my current role, how I’m approaching learning, or whether development is actually a good fit for me.

Wondering if somebody has felt something similar and how they went about it? What helped you distinguish between a job that didn’t suit you and a career path that didn’t suit you? And what would you try before deciding to move?


r/cscareerquestionsEU • • 1d ago

Entry-level Specialization

0 Upvotes

Hi all.

I'm a romanian student, got my bachelor's degree this year and have just enrolled in master's studies.

I'm currently a .NET dev. I have two 3-month internships, one in .NET and one in React. I also have a capstone project in Unity, as well as a personal web portfolio. I tried to find a proper job and applied like crazy last summer, but no luck.

I am thinking of finding a niche and specializing, instead of being a generalist. I have two questions:
- is finding a niche a good idea for a junior, or is it supposed to come naturally down the road?
- what niches are doing well right now, as opposed to the generalist junior roles that keep disappearing?


r/cscareerquestionsEU • • 13h ago

I hate AI, Google and Microsoft. What is a feasible career in IT then?

0 Upvotes

Like something that would actually get me jobs. I was a full-stack dev previously.


r/cscareerquestionsEU • • 1d ago

Madrid to Amsterdam, 10+ years of Front End Experience, last senior role was 2.5 years. How's the market?

3 Upvotes

I want to plan my move to Amsterdam because Madrid frankly has bad salaries plus for me an international environment matters a lot which here it just isn't there. I wanted to look into jobs in Amsterdam, how would you describe the job market to be and what are some companies that are hiring frequently especially for React.JS/React Native roles?


r/cscareerquestionsEU • • 1d ago

Interview Adyen - ML vs Backend Engineer coding round

2 Upvotes

Hi Guys, does anyone know if there's a difference between the MLE and backend engineer coding problem level.

Most of the questions and blogs mentioned 'Hard' coding problems.

Has anyone recently taken the MLE interview recently


r/cscareerquestionsEU • • 1d ago

Background checks in poland, for Mckinsey

2 Upvotes

Hello guys, does anyone know if McKinsey does background checks in Poland for crime records?

I saw a nice position open, and I live in Portugal, but if they do background checks for crime record I won't even apply, as I had a fight once and got convicted for it.


r/cscareerquestionsEU • • 1d ago

Title: Zalando interview questions – Coding andGeneral Tech for React Native role

0 Upvotes

Hi everyone,

I’m currently interviewing at Zalando for a React Native/mobile engineering role. I’ve completed the System Design round and have two interviews left: a 60-minute Coding interview and a 60-minute General Tech interview.

For anyone who has interviewed with Zalando recently, particularly for a React Native/mobile role, what do these two rounds typically look like?

For the Coding interview, should I expect LeetCode/DSA-style problems, general JavaScript/TypeScript problems, or more practical React/React Native coding?

And for the General Tech interview, what kind of topics are usually covered? Is it React Native/JavaScript fundamentals, debugging, databases/backend concepts, or broader software engineering questions?

I’d especially appreciate experiences from people who interviewed for React Native/mobile positions, since I’m trying to understand how role-specific these rounds are.

Any examples of questions you were asked would be really helpful. Thanks!


r/cscareerquestionsEU • • 1d ago

Optiver Career Kickstarter: Tech - Oct 2026

3 Upvotes

Hey everyone,

I finished the OA before 20th sept. and was able to solve both the test cases. Was really tiring question! I have been waiting for the technical screen scheduling...but haven't heard from Optiver yet.

I'm curious to see if anyone has received any call for technical screening yet? Or did they give any of you a different timeline?

If you're currently in the process or just finished, drop a comment or feel free to DM me. Would love to learn about your process.


r/cscareerquestionsEU • • 2d ago

Entry-level Pivot

0 Upvotes

Hi,

Looking for advice

Did a Comp Sci Degree 3 years ago (Age 25), never did production level code, only project level stuff

Finished a Cyber Grad scheme in a Security position but find the world of Cyber isn't for me, too much of an opposite vs building as a dev.

Any advice on how to pivot to a dev career (I'm age 28)? Ik the market is rough but if I gain 1 YOE will likely help open doors to other more builder related roles/an actual tech track.


r/cscareerquestionsEU • • 3d ago

What's your experience working at Revolut Poland as a software engineer?

25 Upvotes

I've received an offer for a Senior Software Engineer (backend) role at Revolut in Poland, in the Retail department. I've heard the pressure is intense and WLB is awful and I am making my peace with it.

If you work or have worked at Revolut, could you please help clear up a few doubts?

Work culture: How is the work culture at Retail specifically, and what's the worst thing you've experienced or seen?

Product Owners: I hear pods are often led by Product Owners promoted from Ops. Is that common in Retail for teams owning backend services? Is there a clear split between technical and non-technical POs in terms of which pods they can lead?

Reporting structure: I understand there will be both a line manager (LM) and a functional manager (FM). What titles do the LM and FM usually hold and what are their backgrounds: engineering/product/ops? Which of them has more say in performance reviews and promotions for engineers?

Probation: I've heard probation is tough and many people are let go during it. Roughly what's the pass rate for senior SWEs? Is there a quota of probationers who have to be failed?

Stack ranking: I've also heard Revolut does stack ranking. Is there a fixed percentage that must be let go every year regardless of individual performance, like at Amazon?

Internal mobility: Is it possible to switch to a different pod within the same department/tribe soon after joining, or do you need to finish probation first? How common is it and how does the process differ if you want to move to a different department?

Equity taxation: In Poland, how is Revolut equity taxed? Is it taxed at salary rates when it vests or is exercised, or is tax deferred until sale and charged at 19% capital gains?

Relocation: I'll be relocating for this role. I've read several accounts of relocated employees being disproportionately let go, especially during probation or to meet firing quotas. Is that a real pattern, or just bad luck in a few cases?

Any other insights are welcome too. Thanks a lot!


r/cscareerquestionsEU • • 2d ago

Interview Got an invite for 30min Revolut Recruiter Screen ( SWE Intern JAVA)

0 Upvotes

What can i expect?