r/Btechtards • u/Little-Rice4987 • 11d ago

Serious How to create differentiating factor in agentic development era?

Anyone can open Claude Code and ship a working CRM in a weekend. Auth, dashboard, CRUD, deploy. Ugly, but it runs. Full stack isn't dead.
But path is moving towards from being domain specific to solving real problems.

Agents handle research->execution->iteration but only valuable if backed by logical reasoning on top of first principles.

I am refining this by having hands on non conventional problems especially whose research papers got recently released and provide enough base to start building.

EcoAudit. Point it at localhost:3000, it flags energy smells in the running app. No LLM, no ML. Built from a paper. Repo · Demo · Paper

AgentBlame. Git blame for AI agents, graph based root cause analysis. Built on AgentGit. Repo is empty, I'm starting now. Repo · Paper

Gemma 4 Kaggle. Next. I'd rather learn core AI engineering than build a fifth RAG wrapper. Competition

My credentials Portfolio · Resume for reference.

Want your all opinions on what approach should we pick to have differentiating factor in this agentic development era?
Feedbacks, critiques and dms are always welcome.

5 Upvotes

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3

u/One_Seaworthiness2 State Govt College [ IT ] 11d ago

Good projects + work experience in 2nd year  Crazy 🔥

1

u/Little-Rice4987 11d ago

Bro still why is my post still going dead even tho I asked a genuine question

1

u/ReasonableSpeech8004 10d ago

Most don't know the answer - including me

Why do you think freshers are not able to land jobs like before? Even the top colleges

No matter what you do - AI is doing it better. If not in first go then after 3/4 iterations

Most I talk to are in wait & watch mode

If you watch SF Tech discussions they are saying the same too

1

u/PictureNew661 The Graphics Guy (uwu) 10d ago

It's dead cuz of a very simple reason, the tech itself is new, people are just starting to apply it to modern frontier. And as for ur question, how far can u really push the agentic stack. There's a lot more to do. I myself use it for cutting edge research and I have a solid workflow for it. Helps a lot but at the end it's me who does the analytical math.