Finally shipped a new AI feature. At my current company, we have an LMS built for TVET centers around AA. My task was to build and deploy a RAG-based assistant inside the lms.

The assistant helps students understand topics from their LMS materials, but with guardrails so it doesn’t give direct exam answers or do assignments for them.

Tech-wise, I built a separate NestJS AI layer running internally on the same Docker network as the backend, with workers for indexing and re-indexing materials when they change.

Used Gemini embeddings, PostgreSQL, pgvector(for the vector store), and Drizzle.

The hardest part was deploying it without breaking the live LMS, keeping material indexing reliable, and making the AI layer secure. happy to see it live 🙌

@devwitheyob
#TechVibe #AI #feature

really nigga😁

@devwitheyob
#TechVibe #random

What is the one thing you fear the most at this time this is for the people who are in the hustle to get somewhere and become someone?

drop your ideas in the comments fam

@devwitheyob
#TechVibe #random

My fear is not focusing on what matters. I have the energy and discipline, but I’m not sure which path will take me where I want to go, and that makes things really hard. Sometimes it is really a good thing to have limited options.

@devwitheyob
#TechVibe #random

No posts እስካሁን😳 it was a busy day today

good night, sweet dream😊

@devwitheyob
#TechVibe #random

What a month!

This month was really cool. I did so many things, learned a lot of new things, met amazing people, and was super productive. I received my first Upwork payment, finished a lot of work, been working for two companies, made over 120k birr, and had fun with friends.

Let’s see what the new month has to offer. I wish y’all a hella great month✌️.

@devwitheyob
#TechVibe #NewMonth

I'm starting the new month with the nginx bug fix, lol😭

@devwitheyob
#TechVibe #NewMonth

Frontend vs Backend: Play for Charity

• One match. One cause. One big beginning. Register now, support the charity, and help us launch something much bigger for creators, communities, sponsors, and future league-style tournament with even greater impact. Join us and make sure to register to attend the match. Click here

Ight then, ask me anything anonymously, Say whatever you want compliments, roasts, confessions, conspiracy theories 😂… I’m emotionally prepared. Probably. Just don’t be boring.

https://sma.robi.work/b/CLKE09w2X2w5

@devwitheyob
#TechVibe #sma

Morning my familyy😊

have a good day y'all✨

@devwitheyob
#TechVibe #Mornings

yooo guys, I checked your questions now. They're not easy questions and need some sort of brainstorming 😁

I will answer them tomorrow fam😊

@devwitheyob
#TechVibe #sma

Let me tell you about GitHub Codespaces. It’s basically a remote dev environment that GitHub gives you for free on ur repo.

You can usually run up to two Codespaces at the same time. I mostly use it when I want to run Claude, Docker, or heavier commands while I’m on a slow internet connection. The nice thing is that the commands run on GitHub’s remote machine, not your laptop, so things like Docker builds are usually faster, and you don’t have to use as much of your own RAM.

It’s pretty handy. You might want to try it sometime.

@devwitheyob
#TechVibe #CodeSpaces #RemoteServer

I gonna play football like after 5 monthes let's test my lungs😭

@devwitheyob
#TechVibe #football

This is so real😭

@devwitheyob
#TechVibe #random

Let's answer the questions guys

@devwitheyob
#TechVibe #random