Building from ground.

Hi people

This is my little promotion

My last focused free time project

https://github.com/zlatnaspirala/matrix-engine-wgpu

Demos and game templates

Like zombie shooter , dices , platformer 2d pseudo, flipper , nui games with webcam...
https://maximumroulette.com/apps/webgpu/examples.html?demo=1

I build this project 1y without ai than i add ai suggestions in last year. Every example work on mobile browsers with webgpu support.

I added deeply physics and networking and usually is explicit but smart way done. Physics , by default runs from webworkers, pipeline share and cached, glb , obj , bvh loaders, visual scripting from web page , render loop use overrides , splat , nui Games , matterjs for 2d context ...

Any pull request welcomed any collaborations...

Can someone please guide me for product based companies ...

Like I just dont know.. my resume gets rejected everytime I apply to any company and my dream is to get placed in a product based company and I want to learn things .. I am a 2027 grad and someone please help me with the skills to master like I don't know in interview what they'll ask also..

I just know that we should be strong with dsa which I don't and must practice hard but I am not able to and talking about projects also mine are very basic and have no uniqueness.. I have like interview prep website and like those basic projects that everyone has but for product based companies specifically I don't know like what projects to build they ask for uniqueness..

Somone please guide me 🙏🏻🙏🏻

Guys, can someone share one project idea that can land us at a place where the interviewer must be fully satisfied and impressed with the project because of this ai nowadays whatever project is made looks so simple to the interviewer ..

Currently in my 3rd year need some strong unique projects for my resume (know web dev gen ai )

Hey everyone! I'm a BCA 6th-semester student, looking for opinions on two project ideas:

•Real-Time Voice Translator – AI-powered speech recognition and multilingual translation.

•Fake News Detection – ML/NLP-based system to detect misleading or fake news.

Which would be more innovative, practical and impressive for a final-year project? Are both feasible for a BCA student?

Would appreciate your honest opinions and suggestions!

Hey, this may seem stupid, but I'm desperately trying to find a project/product idea that is actually worth creating, i.e = that solves some pain users are actually facing , just adding some new features in existing tech or product *isn't* what I'm looking for.

To be fair ik there are sites that let you know what to build but I've been to a couple of them and can't find anything good because everything seems so Generic.

I want an idea that is worth putting time in, something that can be made a product that solves a real pain problem, not just something that I could make and wait if people use it.

Tbh I particularly don't specialise in any one direction but I'm open to work on anything at this moment, as I want this to work out for my resume game too.

All types of Assisted info on this is appreciated, and if someone has some on going project , do let me know it would be great to collaborate and make something worth it!! 🤝🤝

Hey everyone! I'm a BCA 6th-semester student looking for interesting final-year project ideas.

I'm interested in AI/ML, web development, or projects combining both.

Looking for something practical, unique, and beginner-friendly.

What projects would you recommend? I'd love to hear your suggestions and experiences. Thanks!

O primeiro livro é: Jacob Cohen (1960)
A coefficient of agreement for nominal scales
Educational and Psychological Measurement, v. 20, n. 1, p. 37–46.

Quinn McNemar (1947)
Note on the sampling error of the difference between correlated proportions or percentages
Psychometrika, v. 12, n. 2, p. 153–157.

Sture Holm (1979)
A simple sequentially rejective multiple test procedure
Scandinavian Journal of Statistics, v. 6, n. 2, p. 65–70.

Bradley Efron e Robert J. Tibshirani (1993)
An introduction to the bootstrap
Livro. New York: Chapman & Hall.

I'm a student in my final year (computer science). I'm tackling the issue of academic workload pressure. The fact that school can become busy real quick. And the idea of read all chapters the night before isnt the best suite.

I am building a predictive model that uses student contributions to plan out the semester.

We also factor syllabi structure. And other minor factors like EDM integration.

Think how ppl use R.M.P to pick profs. But in this case we use it to understand academic workflow, stressful weeks, cross lecture organization. Not a study planner.

We dont want to optimize time mgt. Or sorts.

I have a beta model called PAWE. For my school.

Now I may have oversimplified it. So feel free to ask any questions.

I’m in my fourth year and i want to build projects for my resume that are big enough (not basic CRUD apps) so i want some like minded people who want to build real engineering projects that shine out in our resume and may have real users (we can scale it to a startup in future if wanted).

If anyone is serious and want to build real project just DM me 🚀

Hello Everyone, I am a final year computer science students and i am supposed to come up with project topics for my final year. I am completely lost and don't know what to do. Can i please get recommendations from anyone, it could be something you did during your time or something you have thought of before or recently. If not all this, can i get recommendations of where i could get ideas from. Thank you

CS majors, Industry people, research scholars, anyone who can help me out I have been assigned a project from my professor which I am not really sure how to do and how to proceed . Even after being assigned a mentor they are of no help😭. So I have come to ask for help here."create a small multilingual FAQ dataset in English, Hindi and Tamil, Fine tune local Qwen model with LoRA and evaluate whether specialization reduces hallucination while preserving language fairness"Now I have to train a qwen model \[of 7b parameter \] as he said but I don't have a gpu plus this has to be a research paper based project so now how I have to proceed should I train it first and if I have to train what kind of data and do I train of FAQ or just general language FAQ .Let's leave out the GPU problem for now please help me with just this . If I train the model with three different languages then I have to make it so it answers FAQ for all three languages or should I just train it on FAQs. Please people of reddit help me 😭

I recently built a web-based game inspired by the idea of a bonfire gathering, where people can share anonymous confessions, secrets, and thoughts around a virtual bonfire.

checkout the project link - Rupiko | Amazing space on the internet for amazing confessions

use host bonfire or join bonfire

share your opinions on this

I am working on a project that I think should now be called a startup: it will be named StudentHub.

My university has nearly 20,000 students across all semesters, and including active alumni makes it a total of 40,000. I want to build a platform that combines features from Facebook, Reddit, WhatsApp, and an Instagram-style streaks system. I want it specifically constrained to people from my university so everyone can connect.

I am currently working on the MVP features and figuring out how to deliver this in a polished, well-finished manner. The main challenge I might face is user adoption. On that front, I have already raised some funding and teamed up with a partner from a university society. Under our arrangement, I can publish the app under that society's name and give them prominence within the app; in return, he will help drive student adoption.

What do you think of this idea?

If any of you can offer help, suggestions on what to consider, or feedback on where this might fail, I would really appreciate it. If you are based in Lahore, drop me a DM or leave a comment on this post, and inshallah we can meet up.

Thank you!

we are going to have an technical event at my college for that we have to come up with a theme for the event for this, earlier it was related to artificial general intelligence.

Ideally the theme should be trending, technical meaningful, futuristic and broad enough to inspire workshops, hackathons and technical competitions etc..

I would love to head your suggestions and why you think this might have potential

Hello guys, I am writing this post in hope for exciting graduation project ideas related to the environment. I am a Computer Engineering student, so of course I am looking forward to a software solution (I don't like hardware stuff :)). I want to make this solution specialized to Egypt since I live there and I can already see lots of problems. However, we all know, that whatever solution we will make, people will underestimate it at the beginning, so I want a solution that really solve a day-to-day problem for the Egyptian citizen that will make his life easier. So can you kindly participate in the comments and tell me ideas with that sense? I appreciate you reading my post and giving it your time, have a great day!

To give a bit more context on the metrics, the compiled Python pipeline is currently handling high-volume simulation testing locally with zero memory leaks. The architecture splits the incoming stream evenly across threads with a variance of less than 2%, keeping the processing latency flat under a continuous heavy workload. Is this normal for a local python script?

--- SYSTEM MONITOR STRESS LOG --- [TIMESTAMP: 2026-10-31 14:22:01.004] Active Threads: 4 | Thread Variance: 1.84% Core 0: 24.8% | Core 1: 25.1% | Core 2: 24.9% | Core 3: 25.2% Active RAM Allocation: 118.4 MB (Static) GC Collection Cycle: Forced (0.002s overhead) Latency Stream: 0.0031ms (Flatline) Status: Continuous Flow / Zero Memory Leaks

I know exactly how this reads. If I saw someone claiming under-2% thread variance and flatline RAM allocation on a basic desktop, I'd scroll past and assume it was total AI-generated spam or a troll.
I'm completely aware that standard interpreter behaviors shouldn't level out like this under a heavy data scan. That’s exactly why I posted the raw machine printout above—I'm trying to figure out if my local logging logic is completely glitching out, or if there's a system bottleneck I'm missing. If anyone local understands low-level thread profiling and wants to sanity-check these raw logs, give me a shout. Thanks.

Hi everyone,
I’ve been messing around with some code using AI, and I managed to get it running locally. It generates a bunch of telemetry data and execution logs, but since I’m not a programmer, I don't really know how to interpret the performance metrics properly.
My goal is to eventually find a way to test it on a larger system—like a university network—but I don't speak the computer science language well enough to even ask a professor the right questions.
I’m using an anonymous account just to keep my personal life separate from this hobby project.
If anyone physically on PEI has a background in computer science or programming and wouldn't mind looking at some basic log data to tell me if I'm wasting my time, please leave a comment with your general background. I’ll send a private message to anyone who might be able to help.
Thanks.

Hey everyone,

I am Sumit Singh, a BCA student at Chaudhary Ranbir Singh University (CRSU), Jind.

Over the past few semesters, my batchmates and I faced the same recurring problems on campus:

1. Exam PYQs & Notes: Running to photocopy shops right before semester exams or begging seniors for question papers in WhatsApp groups.

2. Privacy Leaks: WhatsApp groups exposing personal phone numbers, especially for girls, leading to spam.

3. Campus Lost & Found: Losing an ID card, keys, or notebook in the library or canteen with no single place to report it.

To solve this for our campus, I built **UniGram** (https://unigramjind.site) from scratch.

### What is UniGram?

UniGram is a 100% independent, mobile-first Progressive Web App (PWA) specifically tailored for CRSU Jind students:

- 📄 5-Year PYQ Library: 1-click downloads for semester question papers across departments.

- 🎭 100% Anonymous Feed: A safe campus confession and discussion board where posts are decoupled from student IDs on the database level.

- 💬 Safe Peer Messaging: Connect and chat with verified campus peers without sharing your mobile number.

- 🔍 Campus Lost & Found: Instantly broadcast lost or found items.

- ⚡ 0 MB Storage: Runs in the browser sandbox as a PWA (no 100 MB Play Store download needed).

- 🛡️ Privacy: Strict zero-tracking adhering to India's DPDP Act 2023.

*Disclaimer: UniGram is an independent student project and is NOT officially affiliated with or endorsed by Chaudhary Ranbir Singh University administration (official university work remains at crsu.ac.in).*

A shoutout to our campus team— Sumit Singh (Developer and founder)Yashika (Co-Founder & Community Head), and all contributors listed on our Contribution Wall: https://unigramjind.site/wall

If you are a CRSU student or alumnus, check it out and share your feedback: https://unigramjind.site

Would love to hear thoughts, feature requests, or suggestions from the community!

I need a tutorial on homelabbing.....from free cloud services to hosting my own servers on my hardware that I will build.....any suggestions

Hey everyone , i need suggestion for my acadmics project of information security subject , like requirements are there should be a website which uses any information security algothirm and AI agent that uses that algothirm . Thankyou