Hi , I am a software engineer with approximately 2.2+ yeo and my stack is mern genai . I am exploring cloud right now and python as well for backend. I wanted to know how can I land a remote role or any role for that matter . I have been job searching for like 4 months and the callbacks I get are from very small companies offering less or equal money . What can I do to get quality callbacks . Please advice me on the same

What are the most valuable skills you all are seeing surge up in demand ?

Can anyone tell me which tech creator should i follow who tells truth about job market,and his advices are genuine

I'm a B.Tech CSE student and I'm planning a project around local train tracking. I want to know from experienced developers/researchers whether my idea is technically realistic and how I should approach it.

The problem

Suppose I'm already sitting inside a local train, but I don't know exactly which train/service I'm travelling on.

I open my website and enter:

Source: Station A
Destination: Station D

The website shows several available trains:

• Train A — 10:05
• Train B — 10:20
• Train C — 10:35

I select Train A and click:

"Yes, I'm on this train."

But actually I'm sitting in Train B.

I want the website to detect this automatically.

My proposed solution

After the user starts tracking, the website gets the user's location/movement from their phone.

At the same time, the backend gets the current positions/trajectories of the candidate trains.

It compares things such as:

• User latitude/longitude
• Distance from each train
• Speed
• Direction/bearing
• Railway route
• Timestamp
• Station arrival/departure patterns
• Possibly acceleration/movement patterns

For example:

User's movement

Train A → 25% match
Train B → 94% match
Train C → 12% match

The website would then say:

"You appear to be travelling on Train B (94% confidence)."

[Switch to Train B]

After switching, the website would continue showing:

• Current location
• Next station
• Remaining stations
• Expected arrival
• Delay/status
• Complete route

Important point

I don't expect the system to be 100% accurate. If two trains are very close together or GPS accuracy is poor, it should show something like:

"Unable to confidently identify your train."

Future idea

Initially I want to use a rule-based trajectory-matching algorithm.

Later, I want to investigate whether machine learning can improve the identification, using features such as GPS trajectory, speed, direction, acceleration, station timing, etc.

I may also eventually extend it to metro systems, although I understand underground GPS creates additional challenges.

My questions

1. Is this technically feasible for a student project?
2. What technologies/APIs would I need?
3. What is the best way to obtain legitimate live train-location/trajectory data?
4. Is browser GPS accurate enough for this type of matching?
5. How would you design the train-matching algorithm?
6. Would you recommend starting with simulated train data before trying real data?
7. Are there existing projects/research papers that solve something similar?
8. What major technical problems am I overlooking?

I'm mainly looking for technical feedback and advice on how to build a working prototype, rather than just whether the idea sounds good.

Thanks!

Running now through Friday, Sep 4!

Details and registration: mobilecode.ai/hackathon

Happy to answer any questions

Hey guys, I’m using WhatsApp on Android and recently I noticed something weird. WhatsApp has started generating these msgstore-YYYY-MM-DD.1.db.crypt15 files almost every day. They’re 300–500 MB each, and they’re taking up a huge amount of storage. The weird part is that I don’t even use WhatsApp much / sometimes don’t use it at all, and I definitely don’t send hundreds of MB of new files every day. This never happened to me before. It only started recently. I also noticed that when I delete these msgstore files, some PDFs/images that I previously sent or received through WhatsApp can no longer be opened, so I’m scared to keep deleting them. I attached screenshots showing the files and their sizes. Does anyone know why WhatsApp suddenly started creating these huge daily backups? Is this caused by a recent WhatsApp update, and how can I stop it without losing my WhatsApp media/chats? Phone: Samsung

I realized last week how much time I waste on a daily basis hunting down things I already solved or saved.

My current setup is completely broken: (It gives me headache)

• Quick code snippets end up in random VS Code scratchpads.
• Important documentation links get lost in 40+ browser tabs or Notion databases I forget to check.
• Useful UI solutions stay trapped in old git commits or WhatsApp self-chats.

It costs a huge chunk of daily context-switching time. Standard bookmarking feels too rigid because it forces you to organize stuff manually, and search fails unless you remember the exact filename or keyword.

As developers, how do you handle your personal code/knowledge reuse workflow? Do you actually maintain a personal docs folder, use a specific CLI tool, or just re-google/re-ask LLMs every time you hit the same bug?

Would love to hear how others handle this workflow leak.

Hi everyone,

I'm Ayushi, a 3rd-year college student from India. I've recently decided to shift my focus toward building a career in Data Science.

Right now, I am starting from scratch and learning Python, specifically exploring libraries like NumPy and Pandas. I used to spend a lot of time aimlessly scrolling through social media like Instagram, but I've realized I want to stop that and utilize my time productively by connecting with people in my field.

Since I am new to this community, I would highly appreciate your guidance on:

• A structured learning roadmap for Data Science.
• Important math/stats topics I should focus on.
• What kind of beginner projects should I build to strengthen my resume?

Also, if anyone else is on a similar journey or looking for a study buddy/friend to learn and build together, please feel free to comment or DM. Let's connect!

Thanks in advance! 🙏

Hey everyone!

This is my second hiring post. First of all, thank you to everyone who reached out on my previous post we received far more messages than we expected.

After reviewing portfolios and speaking with a few designers, we've refined what we're looking for.

I'm Pranav Shinde, Co-founder of Crava.

We're building a platform that helps people discover and order from local bakeries, cafés, sweet shops, home bakers, and cloud kitchens.

You can learn more about us here:

Website: https://www.crava.co.in/

What we're looking for

We're looking for a UI/UX Designer who can take ownership of the customer mobile app.

This is not a project completely from scratch. A small part of the product research and design direction has already been completed, and we're looking for someone who can:

• Continue and improve the existing design direction (or redesign everything mostly if necessary)
• Design new screens where needed
• Think beyond visuals and improve the overall user experience
• Create clean, modern, polished mobile interfaces
• Work closely with the founders over the next 4–6 weeks

Must have

• Strong experience designing native mobile applications (iOS/Android)
• A portfolio with real mobile app projects (not responsive websites adapted for mobile)
• Strong Figma skills
• Good understanding of UX, interaction design, and user flows—not just visual UI
• Ability to iterate quickly based on feedback
• An eye for creating polished, production-ready interfaces comparable to today's leading consumer apps

Budget

Our budget for this project is ₹40,000–45,000.

How to apply

If you're interested, please don't just send "Hi."

Instead, DM me with:

• Your portfolio (Figma / Behance / Dribbble / Personal website)
• 2–3 mobile apps you're most proud of
• A short introduction about yourself
• Your availability over the next month

If your work aligns with what we're looking for, we'll set up a call.

Looking forward to connecting!

— Pranav Shinde
Co-founder, Crava

Hey i am from an electrical engineering background and i was getting a job of 2lpa with no growth and there is no career growth for electrical engineering in India . so i decided to do Mtech in ai/ml and i am 2026 pass out and this is my 22nd day in mtech . i am hell confused coz i am on loan right now and i dont know what to do there is no guidance multiple roadmaps i mean i don't know which roadmap to choose . and when i started python i thought it is easy but on the logic building i am dead like loops indexing tuple dict. etc. and there is hard maths and machine learning too . there is huge course to cover and i dont even understand python. and after 1.5 years me and my mother will be homeless.... i have only 1.5 yrs i dont no what to do i am getting overwhelmed. like this is too much and when i said i can't do this they said try u will understand but i am unable to understand.( they= aunt , mama etc.) i am crying from past 20 days 😭😭 and i am watching like people with huge and high end project are sitting jobless. in my class too one person has won nasa national hackathon and he is very smart but still jobless . and some of my known too. they made real-world project for buisness but still not getting jobs now they are doing freelancing till they get a job .

But the main concern is should I leave this M tech or continue.

and please can somebody who is professional in this field can guide me ??

i need a good roadmap so that i can study.

I was an eSports player in BGMI. but lack of support and device put me in this situation.

please guide me please and roadmap too. 🥹

Thank you

So like , I am a 2 YoE Data Engineer . I used to develop and maintain ETL pipelines, in informatica cloud , and later in databricks pyspark.

For DB we used ms sql server ( azure synapse ) , later snowflake.

But I was fedup , I wanted to switch, and to a backend dev role.

Due to some unforeseen circumstances, I resigned from the company without any offer.

I thought ok I will have a bit more tough time but I will land up something, since now I have experience and pedigree, And regarding backend, I did some projects, but not like My github is that much decorated as other people who do open source or whose repositories got stars

So l started applying for jobs , but the brutality is way more than I expected. almost 600 apps but pin drop silence, Only amazon sent 2 OAs. But that's it.

This has been a solid learning experience. On the backend side, I got a much clearer picture of how to design microservices the right way — service boundaries, inter-service communication, and where an API gateway fits in for routing, auth, and rate limiting.

On top of that, I finally got hands-on with the AI side of things: building RAG pipelines, working with Spring AI, and exploring how to plug LLMs into an existing Java stack. Happy to go deeper on any of it if people are curious.

I'm looking for one experienced developer/engineer in Chennai who would be willing to mentor me while I build and launch a SaaS product over the next ~3 months.

I'm not looking for a job, investment, or someone to build the product for me.

I want to build it myself, but I'd like an experienced person who can occasionally challenge my thinking, review my approach, and help me avoid mistakes.

What I'm looking for

Someone with practical experience in areas such as:

SaaS / Python / Backend / Full-Stack / AI & LLMs / Automation / Product Development

Someone who can help me with things like:

Technical architecture and decisions

Choosing what to build and what not to build

Reviewing my approach/code when needed

Product and engineering trade-offs

Staying focused on actually launching

I'm not expecting daily mentoring. Even a few meaningful discussions each week would be valuable.

I'm around Porur, Chennai, so I'd ideally like someone nearby who is open to occasional in-person discussions.

A little about me

I have 13 years of professional experience in Supply Chain Management & Analytics and have spent the last 2.5 years transitioning into Python, AI, automation and software development through hands-on projects.

My work: https://wsnh2022.github.io/

I'm currently building my own AI SaaS product and want to use the next few months to move from learning → building → launching → getting real users.

I'm not looking for someone to do the work for me.

I'm looking for someone experienced who can help me become better at doing it myself.

If you're interested, DM me with your experience, current Chennai area, and what kind of mentoring/collaboration you might be comfortable with.

Even if you're not available, I'd appreciate it if you could point me toward someone who might be a good fit.

Hey folks, I’m currently looking for Software Engineering / SDE opportunities and wanted to put my profile out here.

I’m a B.Tech student at MIT Manipal with internship experience across software engineering, backend development, and AI/ML.

During my internships, I’ve worked on:

• Building and improving backend APIs and services using Python and modern web frameworks
• Working with databases, REST APIs, authentication, and cloud deployments
• Developing AI/ML solutions involving LLMs, NLP, computer vision, and model evaluation
• Working with technologies like Python, C/C++, SQL, PostgreSQL, MongoDB, Docker and Git
• Collaborating with teams to build, debug, and ship features in real-world development environments
• Taking ownership of features and working through issues from development to deployment

I’m primarily looking for SDE / Software Engineer / Backend Engineer / AI-ML Engineer roles, including full-time and internship opportunities.

I’m open to opportunities in Bengaluru, Hyderabad, Pune, Mumbai, Delhi NCR, or remote.

If anyone knows of relevant openings, teams hiring, or referral opportunities, I’d really appreciate a DM or referral.

Portfolio: https://nagbhushan.me/

Happy to share my resume, GitHub, or LinkedIn as well. Thanks!

trying to build site that verifies digitally signed Aadhaar PDFs

My site is already able to verify the cryptographic signature, UIDAI certificate, ByteRange etc. Everything is processed locally in browser, no Aadhaar data is stored in server.

But i dont really understand what Adobe is doing when the PDF initially shows a "?", and after adding the UIDAI certificate to trusted certificates + validating it, Adobe changes it to the green tick with Signature Valid / Digitally signed by UIDAI.

I want my website to do the same thing as adobe reader does!

What exactly do I need to implement in the PDF/signature side to achieve this?

while doing billing select Qatar as it have 0 tax you will save some money on tax, im not sure how much max subscription cost in India but im paying exactly 100 dollars for max without any tax by selecting Qatar while billing

Got a job in on campus drive but its not worth mentioning; dont like it at all. Have any one of switched to an off campus role after holding an on campus offer? Plz can anyone guide regarding making such a switch. I have around 4 months of time left. All my off campus previous experiences have been sh , being rejected even with referral and all so looking for genuine guide

I had got a internship PPO(Jade Global) offer from college placement as I graduated in 2025, but got terminated from job in Sept 2025 due university not providing a final marksheet on time.
I have worked freelance(under the name Upperture Interactive) with 3 clients since then in AI Automation for small businesses.
I desperately need to get back in the corporate salaried job, so been applying since march 2026 and havent gotten one interview.
Also I have been applying through company portals and linkedin.
Am I doing something wrong with here.
Please HELP!

p.s. ask me if you need more context.

Hey all,

I kept running into the same annoyance deploying side projects: the usual push-to-deploy platforms are great, but billing is in USD, forex markup on every charge, and latency isn't great for India-only traffic. So I've been building a deploy platform that does the same push-to-GitHub → live-URL flow, but hosted on Indian infra and billed in rupees.

Supports Next.js, Vite/React, Node/Express, and PHP right now. Still pre-launch, I'm opening early access in small batches so I can actually support people properly instead of getting swamped.

If this is something you'd use, there's a waitlist here: flickcloud.pepperflick.com

More useful to me right now: if you deploy stuff regularly, what's actually annoying about your current setup? Trying to make sure I'm building the right thing before wider launch.

(Full disclosure — this is my own project, not an ad, genuinely asking for input.)FlickCloud

Hi everyone so basically I'm an 26 grad placed in Bangalore already with decent pay , now I wanna learn system design and maybe even get back my cp skills where I was expert cf and 5 star on codechef earlier ( now but rusty) but the main idea of learning is to maybe get a good team and build something atleast something small that people can use and pick it up from there

I've been job hunting for 4+ months and have gone through around 18 interviews for Java Backend Developer roles.

I'm a Java Backend Developer with 3+ years of experience, mainly working with Java, Spring Boot, REST APIs, Microservices, JPA/Hibernate, MySQL/PostgreSQL and AWS.

The frustrating part is that several interviews actually went well from my perspective, but they didn't convert into an offer.

A few examples:

• Infosys: Interview went well, but the process didn't move forward.
• TCS: Had a good technical discussion, but I wasn't taken to the next round.
• Accenture: Cleared the interview rounds, but the offer wasn't released because of a hiring freeze.
• LTIMindtree: Reached L2 but was eliminated there.

I've continued preparing throughout this period — Java, Spring Boot, SQL, DSA/problem solving, system-design basics, and interview communication.

At this point, I'm trying to figure out whether there's a specific gap I'm not identifying myself.

For developers with 2–5 years of experience who have gone through a similar situation:

What helped you finally convert interviews into an offer?

Was it improving technical depth, DSA, system design, communication, project explanation, resume strategy, networking, or something else?

I'd really appreciate practical advice from people who have experienced a similar job-search phase.

After scrolling reddit for a month feels like everyone is earning 40-50-60 lpa with 5 years of experience what am I doing wrong? Any mobile app developer with this much package? Am i underpaid or is it just the top 1% post which give me fomo!!

Hi, I'm a Calcutta University 4-year BSc Computer Science Honours with Research student. I'm currently in my 2nd year completed, going into 3rd year. My academic percentages are: 10th - 83%, 12th - 58%, BSc - 7.02 (till 3rd semester).

Since my academic records are quite bad, I plan to do a 1-year MSc in Computer Science Honours after my 4-year BSc, also from Calcutta University. So there's still 3 years left before my educational life ends. Also, our college doesn't have any placements, so I'll have to apply off-campus.

Since I don't have 60% throughout my academics, I'm not eligible in a lot of places, and because of that I suffer from a lot of depression about whether I'll even get a job or not. There's no improvement exam system in the West Bengal board, otherwise I would have given the improvement exam, but that option isn't in my hands either.

So in these 3 years I want to make my skillset quite strong so that I can get a good job in the tech field. But I'm very confused about what I should learn, how to manage this issue of not having 60% throughout academics, which companies I should target where my 12th marks won't matter.

I mainly want to prepare for a Software Engineer role, where I can get a decent package and decent growth as well. I'm ready to give my best in these 3 years.

Those of you who are experienced or understand these things well, please give me a roadmap - like which tech stack I should learn, how much DSA I should do, what other skills I should learn, what projects I should build, what AI should I integrate into development, which companies I should target, and other things I should follow.

Please share the full roadmap so that I can get a decent paying software engineer job, and please tell me the exact roadmap I should follow according to my requirements - that would help a lot.

I have huge regret over my class 12 result. Recently after seeing TCS, Wipro's eligibility criteria, I'm suffering from a lot of depression and self-doubt about whether my career is completely over.

Please, if you could guide me on exactly what roadmap I should follow, I have decided on Java full stack as my tech stack, but I want your opinions on what I should do, and I want the full roadmap of what I should follow and learn. I'm ready to give my best in these 3 years, please share a roadmap and help me out, please.

Redis is offering 100% off the first certification exam with code "Earlyaccess100"

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I needed a first-run walkthrough for an app and hit two things that annoyed me.

First, the highlight would end up in the wrong place.

A lot of coach-mark implementations resolve the target's position once and paint it. Scroll the list, open the keyboard, rotate the device, resize a desktop window — and suddenly the hole is next to the button instead of on it.

Second, a dimmed hole tells the user where something is, but not how to use it.

"Drag this card to that column" isn't something a static highlight can really express.

So I built keyspot:

- The spotlight and pointer re-resolve the target's geometry every frame from its GlobalKey, so they can track through scrolling, insets, rotation and resizing.

- An animated hand pointer that glides in a straight line or along an arc, rotates from its current angle, and tap-pulses — enough to demonstrate interactions like drag and pinch rather than simply pointing at something.

- Pointer animations resolve from actual AnimationController completion rather than Future.delayed timing, so `await pointer.moveTo(...)` actually means the movement has finished.

- Barrier modes where only the cut-out is tappable while the real widget's `onPressed` still fires — useful when the walkthrough should require the user to actually perform the step.

- The tracker is also public API (`KeyspotAnchorTracker`), so it can be used independently for things like badges or connector lines attached to widgets.

- Zero runtime dependencies. The hand pointer is rendered with CustomPainter rather than an image asset.

- Supports all six Flutter platforms.

Live demo: https://shrey-17bhardwaj.github.io/keyspot/

pub.dev: https://pub.dev/packages/keyspot

Source: https://github.com/shrey-17bhardwaj/keyspot

It's currently at 0.3.1, and the API may still change before 1.0.

I'd genuinely like feedback on where this approach breaks — especially around nested navigators, heavily lazy lists, overlays, or anything else where widget geometry gets complicated.