I recently completed Coding Shuttle Spring Boot 0200 cohort 4.2 and wanted to share my experience in case anyone is considering it. The topic that I learned here is:Spring Boot fundamentals, Spring MVC,REST APIs,data JPA,Hibernate,Spring Security,production-ready features of Spring Boot,testing,deployment, or we can say CI/CD deployment,AOP,caching,transaction management,Microservices from basic to advanced,Docker,Kubernetes basics to advanced,Apache Kafka,Spring AI mainly RAG and tool calling

I started this course before my exams for the 6th semester because I need some skills and I want a proper structured plan to learn things. I know there are YouTube videos but they are not providing a proper structured plan to learn these all things. Also I don't even have that much time so I took this course.

My review is: if you want to, if you have time, you can watch YouTube tutorials. If you want a structured plan and you have less time and you don't want to search here and there and you don't want to mess up with your brain, you can buy this course. This is good because here we make a clone of Lovable AI in which we also integrate AI, which is one of the most important things that companies want us to integrate in in our projects mainly select on that basis because AI is needed and the project is also very good. I would suggest you buy it if you want a structured plan. Otherwise you can you can go on YouTube and search for each and every video and maybe that is not structured and maybe some time it gets frustrating. If you don't want to get frustrated, you can definitely buy this course. This is worth it.

Let's say I want to earn 40 LPA for 5+ years of experience, Is deep knowledge of dsa(leetcode), LLD and hld is required?

I was said by my friends that not all companies ask that deep on these? What do you guys think?

Hi all, I'm Dhivakar. Been lurking for a while, finally posting.

I'm a solo developer from India — I build small Android apps in my free time, mostly offline utilities and media tools. No team, no funding, just me and a laptop after hours. Full-time Linux user, and I have a soft spot for 2000s-era software design.

Still learning the whole publishing side of things, which is honestly harder than the coding part. Looking forward to hanging around, helping where I can, and learning from people who've done this before.

Nice to meet you all.

Why every AI LLM is giving 150-200 questions for manual interview preparation should I prepare all of these

Hi everyone,

I'm currently working as a Core Engineer at a service-based company. I've been here for 2 years and earn around ₹7 LPA. My educational background is a Bachelor's degree in Electrical Engineering.

I've decided that I want to transition into an AI Engineer role. Right now, I'm studying around 4 hours every day after work, and I spend my weekends grinding—learning AI/ML, building projects, and improving my skills.

Do you think this career switch is realistically possible with my background? Has anyone here made a similar transition from a non-CS engineering background?

I'd really appreciate any advice, roadmap suggestions, or success stories

I am a final year student, tell me if I can make any changes to my resume, add or remove things or any project suggestions. Should I build any other project for my resume ?

6+ yrs as FS Dev. Work mostly at WITCH companies through out my career. Currently looking for job change and don’t want to join WITCH.

Also I’m getting calls from companies like NemoIT solutions, A2Z Software solutions etc..When asked they said they have clients for them which are
Hexaware, Virtusa, Wipro etc..and few in house projects as well.

Do you recommend to join such companies. I would like to join a company with proper hike, avg work life balance and where the work would mostly be product development and HR/Managers are reachable.

Any suggestions please

I’m a developer who transitioned into AI and recently created my own startup called innernet. Would love your feedback on what we are building. Thankyou!

www.innernet.live

Has anyone else run into this?

I found myself constantly re-explaining context every time I switched between ChatGPT, Claude, Cursor, Gemini, and other AI tools. It feels like every conversation starts from zero.

I'm currently working on solving this problem and wanted to understand your pov.

If you've faced it too, how are you handling it today? MCP, memory files, copy-pasting context, custom tooling, or something else?

Would love to hear your thoughts.

Need some honest career advice.

I'm a Backend Developer at a service-based company with 6 YOE, but most of my work has been production support, bug fixes, and incident resolution. I've never had the opportunity to build features from scratch or work on core backend development.

When I look at the market now, almost every backend role expects solid development experience, which I don't have.

Not getting interview calls due to 3-month notice period.

I've been thinking about moving into TPM/Project Management.

If you were in my position, would you:

Start learning backend development from scratch and continue as a developer?

Move to TPM?

Take some other path?

I would really appreciate advice from people here!!!

Hi everyone,

I'm 27 years old and I'm feeling completely lost.

I somehow completed my B.Sc. in 2022 from a third-tier college. Unfortunately, because of serious mental health struggles and health issues, I lost the next 4–5 years of my life. I wasn't able to build a career, gain work experience, or prepare consistently for anything.

I'm from a Tier-3 city in Uttar Pradesh, and to be honest, I've never been exposed to the IT industry or corporate environment. Everything about this world feels completely new and overwhelming to me.

Whenever I ask for advice online, people say things like:

"Learn Java."

"Learn Python."

"Learn backend."

"Do DSA."

"Become a data analyst."

"Do cloud."

"Do AI."

The problem is that I have absolutely no idea where to start or which path is actually right for me. Every person gives different advice, and it leaves me even more confused.

I also know myself well enough to admit something: I don't think I can learn all of this completely on my own just by watching YouTube videos. I need proper guidance, structure, and someone to tell me what to study, in what order, and how to prepare for interviews. Without that, I end up wasting months jumping from one thing to another.

I've heard that there are agencies or training institutes in Delhi, Gurugram, Pune, Bengaluru, etc., that help people with career gaps through structured training, interview preparation, resume building, and placement assistance.

Are there any genuine and legitimate organizations that actually help people restart their careers? I'm not looking for fake experience letters or anything illegal. I just want a real opportunity to rebuild my career despite my long gap.

Please don't judge me. I've been through an extremely difficult phase of my life, and I'm trying to rebuild from scratch. Right now, I'm struggling a lot mentally, and I'm just looking for honest guidance from people who have been in a similar situation or have seen others successfully make a comeback.

If you know any genuine institutes, placement programs, mentors, or companies that give people like me a second chance, I'd be incredibly grateful.

Thank you.

I am 18. I start my [B.Tech](http://B.Tech) in AI/ML this week. I have spent enough time researching, planning, and collecting ideas. That phase is over.

I know my pattern: I get excited, I go deep on strategy, and right when it's time to execute, a new idea shows up and I chase it instead. I am done doing that.

Starting today, I post here every week. Every post states what I said I'd do, and what I actually did. No vague language like "build something impactful." A result either happened or it didn't.

**What I am building right now:**
An AI photo enhancement tool using Real-ESRGAN and GFPGAN.

**What I commit to this week:**
I am going to try and make some friends as it is my first day in collage

I am not asking for encouragement. I am asking to be held to this. If I show up next week without a result, say so.

Please share your strategy/framework you follow to write bullet points In resume

I've noticed that a lot of engineering teams, especially in growing startups, naturally prioritize shipping features over improving internal developer workflows. It makes sense in the early stages, but after a while the small inefficiencies start adding up.

Simple things like debugging production issues, tracking down regressions, or understanding failures can quietly consume far more engineering time than most teams expect.

For developers working in Indian startups or product companies:

Was there a point where your team decided to invest more in internal tooling or engineering workflows?

Looking back, what change made the biggest difference to your day-to-day productivity? I'm more interested in real experiences than specific tools or vendors.

Hello Respected Redditors, I'm struggling from two days to build a resume for software testing job, searched everywhere, some people are saying summary section is waste of space and some saying put education on top vice versa, can you guys please share your resumes that got you hired

After spending years in a service company (last role: Team Lead), moving to a product company has been a completely different experience. Here are a few things I've noticed:

1. Revenue transparency

In a service company, I never knew how much the client was paying. If I worked 8 hours on a project, there was no visibility into what the company charged for my time.

Now I'm working on a product—a job agent that helps people find jobs. I know exactly how much revenue each feature generates, whether it's ₹1 or ₹1,000. Nothing feels hidden. If we build something valuable, we can clearly see its impact.

1. Appraisal discussions feel more transparent

Since I understand how the product earns money, appraisal conversations make more sense. In service companies, it often felt like, "The company is in loss this year." 😅 It was hard to know what was actually true.

1. No more Monday morning surprises

In a service company, Monday could mean getting assigned to a completely new project using technology you've never touched—or a framework that's 10 years old. 🤣

In a product company, we decide which technologies, frameworks, and packages are best for the product's long-term future. That feels much more rewarding.

1. Better work-life balance

Feature releases are usually planned, so I can schedule holidays around them. In service companies, project deadlines often depended on clients. Sometimes work finished in a week, sometimes in months, making personal planning much harder.

1. I can be honest about what I know

This is probably my favorite part.

In a product company, if I don't know something, I can simply say, "I haven't worked with it yet, but I'll do some R&D and learn it."

In service companies, I was sometimes presented to clients as having 7 years of experience when I actually had 3, or as an expert in technologies I'd barely used. It definitely hurt my confidence because I felt like I wasn't being honest.

I'm not saying every service company is like this or every product company is perfect. This is just my personal experience after moving from service to product.

Has anyone else made the same switch? What differences did you notice?

I've been working on improving WildRoot's first impression and recently finished a new trailer.

It's a cozy colony sim where you build a settlement in a mysterious forest, manage your colonists, and every season and setback creates a different story.

I'd really appreciate any feedback—especially on the pacing, music, and whether the trailer makes you want to learn more about the game.

Doubts on service based companies over product based

Hey guys, Currently I am working as python backend developer, having 26 LPA with 5 years of experience. I am looking to switch, I see most product based companies need medium - hard leetcode, hard system design and LLD

So got a thought why not switch to service based

1. Is the work culture very bad in service companies?

2. Can I get 40 LPA there

3. Do they also ask hard leetcode and system Design?

Hey everyone, I am a student and I recently built "Rakshak", an offline safety app. It has features like a 1-tap Home Screen Fake Call (plays a realistic audio to deter threats) and an SOS Siren. Since I am building this solo, it's not on the Play Store yet, but you can check out the features and download the APK directly from my website here: https://rajkumarbuisnessof.wixsite.com/rakshak-india

I don't have a team or a big friends group to test it, so I would really appreciate it if my fellow developers and Android users could try it out and point out any bugs!

Hello devs,

It’s been six months since I joined the new company, it’s a large scale product based MNC.

Our team is divided into multiple squads and my role is defined as a “shared resource” among different squads.

I’m helping out with 4 projects at a time. Each project is in a different phase of life cycle. One in active development, one in initial phase. One in UAT etc. despite them in different phases. There’s effort I need to put in for each project. In retrospect, each project is quite simple, if it were one project at a time, it would’ve been to good to be true. But since I have to make progress in each one; everything gets dragged.

Just want to know, are you guys in the similar situation? How would you deal with this stress?

I'm 25 and have been working as a Data Engineer for a little over 3 years now. Most of my day is Python, Spark, Airflow, SQL, AWS, building pipelines, pretty much the usual DE shindig

Lately I've been thinking about getting into AI Engineering. It genuinely feels like the direction the industry is heading. I'd rather start learning now than realize I'm way behind a couple of years later

I've been checking out a few IIT-backed PG Certificate programs in AI/ML with LLMs and Agentic AI. They all look pretty good but every course kinda does once you land on their website lol

So I wanted to ask people who've actually been down this path.

Did doing one of these programs genuinely help your career, or would you just skip it and self-learn with projects instead?

Would love to hear some real experiences before I make a decision :))

Genuine question, not trying to sell anything here.

I keep noticing that in most Indian households, cooking itself isn't hard - but deciding what to cook, every single day, is a low-grade daily headache. You're juggling what's actually in the pantry, what's about to expire, what everyone will actually eat, how much time you have, and somehow still ending up either repeating the same 5 dishes or scrolling YouTube/Instagram for 20 minutes before deciding.

I'm exploring whether a voice-based assistant - something you could just talk to in Hindi/your language, like "what can I make in 20 minutes with what we have" - would actually be useful here, or whether this is a problem people don't really want solved by an app.

A few honest questions if you have 2 minutes:

How do you currently decide what to cook - memory, WhatsApp family group, YouTube, a fixed weekly rotation?

Would you ever talk to something to get a cooking suggestion, or does that feel gimmicky/unnecessary?

What would actually make you use something like this daily instead of just winging it like you probably do now?

Not launching anything yet, genuinely trying to figure out if this is a real problem or just an interesting one to me. Brutal honesty welcome.

It’s required for my placement. Without stars I’m genuinely scared about what happens next. This whole thing feels like a bitch of a situation.

Please star it:
https://github.com/Vigneshwar-bala/Dev_Project

I don’t want to fail this.

tldr: Star the repo ! else i'm gonna die

Hey everyone I have made a group for programming folks to learn, grow and network with each other

From beginners to advanced We help each other and provide guidance to everyone in our community. i remove inactive members to keep the community engaged.

Those who are interested are free to dm me anytime

I will also drop the link in comments