u/jayeshaswani56

Hey guys I am frustrated how to apply roles at big tech firm and I am already working full stack intern and build projects, learning skills, i search about roles at big tech and also apply but i does not got response any, I am learning DSA, system design, ai/ml

Anyone working in big tech firms have some suggestions and advice for getting opportunity?

Hey guys i am working as a developer and I see lot of things about harness engineering, so basically harness engineering is the approach where we can build reliance system in AI agent instead of LLM does everything

I research about harness engineering

So my mind can we build harness agent, or like specialized ai agent for specific field knowledge instead of everything knows

Anyone here interested to know about that

Hey guys

I am full stack developer, 21

I saw that lot of new industries are coming like longitivity

And anti aging, health prediction that solving the problem of aging population, make the people healthy with prediction platform and getting health risk before the symptoms appear

So i see that I decided to build the AI powered health prediction platform but I just only build the landing page

So i want to convert them into startup and make the peoples life more healthy and beautiful,

Anyone here interested to connect with me to build that idea I will happy to connect, build the next gen health prediction?

Hey guys i was working as a full stack developer

Then some ideas come to my mind related to AI agent and OS but I am little bit confused how to execute this ideas

Anyone here working in any events or anywhere. Can we make together

I want to look for people to work together

Hey guys i am working as a full stack developer

And I want to work in remote jobs opportunities also

I am computer science student in 3rd year

I spend lot of my time to find an remote job and I also apply for hackathon

And I also see that that lot of freshers are struggling to get a job

Anyone here senior employee or experienced or anyone tell what wrong is happening

[FOR HIRE] Junior Full-Stack Developer — React, TypeScript, C#, ASP.NET Core

Hi everyone, I’m Jayesh, a junior developer currently looking for freelance, part-time, or small contract opportunities.

I build clean, responsive web applications and enjoy turning ideas, rough designs, or existing projects into working products.

My current stack:

- Frontend: React, TypeScript, JavaScript, Tailwind CSS, HTML/CSS

- Backend: C#, ASP.NET Core, REST APIs, Flask

- Databases: SQL, SQLite, PostgreSQL, mongodb

- Other: Git/GitHub, authentication, dashboards, CRUD apps, API integration

Projects I can help with:

- Business websites and landing pages

- Admin dashboards

- React frontend development

- REST API integration

- Bug fixes and UI improvements

- Small full-stack applications

- Existing project cleanup or feature additions

I’m early in my career, so I’m especially interested in working with founders, small businesses, students, and teams that need a reliable developer for focused work at a reasonable budget.

If you have a project, bug, or idea that needs development help, feel free to comment or send me a message. I’m happy to discuss the scope before committing.

I’m currently learning C# and building small projects, and I’ve noticed that some topics feel confusing in the beginning but probably become very important when building real applications.

For example, I’m still trying to properly understand things like async/await, dependency injection, interfaces, delegates, LINQ, exception handling, and how memory management works.

For experienced C# developers: which concept took you the longest to understand, and when did it finally “click” for you?

Also, how did it help you in real projects?

I think answers to this could help many beginners focus on the concepts that matter beyond just learning syntax.

I’ve been thinking about this a lot while using ChatGPT for coding, learning, and problem-solving.

On the surface, it feels like reasoning. It breaks down problems, explains steps, and sometimes even corrects itself in a way that looks like understanding.

But I keep coming back to a simple question:

Is it actually reasoning… or just predicting the next most likely word based on patterns?

If it’s “just prediction,” then how do we explain situations where it:

Solves problems it was never explicitly trained on

Explains concepts in multiple ways depending on context

Writes working code across different languages

Adjusts its answer when challenged

At what point does “very good prediction” start to look indistinguishable from reasoning?

And more importantly:

Does the distinction even matter if the output is useful and correct?

I’m genuinely curious how others think about this.

Do you see ChatGPT as:

a reasoning system

a prediction engine

or something in between that we don’t fully understand yet?

​

I'm a BCA student I build a backend project in C# and ASP.NET Core during my internship. The project includes JWT authentication, user/admin roles, profile management, and REST APIs.

While building it, I've run into a few challenges:

- Understanding dependency injection and service lifetimes.

- Structuring services instead of putting everything in controllers.

- Managing JWT authentication and authorization.

- Debugging async methods and null reference exceptions.

- Organizing a project so it stays maintainable as it grows.

Every time I solve one problem, I end up finding another, but I feel like I'm learning a lot in the process.

For those of you with more experience in C#, what concepts or best practices helped you level up from beginner to intermediate? Any advice, common mistakes to avoid, or resources you'd recommend?

Related to system design, performance and scalability

I've been reading about GPT-5.6 (Sol, Terra, and Luna), and it looks like OpenAI is taking a more specialized approach with different models for different use cases.

Some of the announced improvements include:

Better reasoning and coding

More predictable prompt caching

Different performance/cost tiers (Sol, Terra, and Luna)

Which feature are you most excited to try once it's more widely available?

Also, what would you like to see improved beyond GPT-5.5? I'm curious to hear what the community thinks.

Hey everyone,

I've been feeling stuck lately when it comes to choosing a side project.

I'm interested in AI, full-stack development, and building products, but every time I think of an idea, I end up wondering if it's worth building or if someone has already done it. I spend more time choosing an idea than actually coding.

How do you decide what side project to build?

Do you solve your own problems?

Do you build for your portfolio?

Do you validate ideas first?

Do you focus on learning a new technology?

I'd really appreciate hearing how you choose projects and avoid getting stuck in "analysis paralysis."

Also, what side project has taught you the most or helped you get interviews, freelance clients, or users?

Hi everyone!

I'm a BCA student and an full-stack developer who loves building projects with AI and web technologies. I'm looking to connect with people who actively participate in hackathons, build interesting products, and enjoy solving real-world problems.

I'm interested in:

Forming hackathon teams

Learning from experienced participants

Collaborating on AI and web development projects

Sharing ideas and improving together

If you're also looking to connect or collaborate, feel free to leave a comment or send me a message. I'd love to meet more builders in this community!

Looking forward to connecting with you all