me watching the llm do the job i used to love

Based on true story 😁

Now that we got over 60 folks joined our channel wich i am happy and grateful ❤️🙏

How we are going to keep them is the problem 😁😁

btw Customer acquisition was done by @dagmawiBabi 🫡

and we need strategy for the retention 😂😂

Btw our English practice hub discord server is still active

I don't be there every time but there some awesome dudes there

I actually renamed it to English Hub to make it more general

The one that say Neb is me


Invite link

the way they smuggle AD on there YouTube video is becoming sophisticated you will see half of it without noticing

https://git-wrapped.com/

Whatever coffee you were drinking, keep buying it 😂

i dont drink coffee tho

top 2% 👀

consistency 0 😭


https://git-wrapped.com/

why is Ethiopia is not on the list 😕

now you can bankrupt a company by sending to many request to there LLM endpoint

You should read about this: The XY Problem

What is it
The XY problem happens when someone asks about their attempted solution instead of their real issue

How it usually goes
• User wants to do X
• User does not know how to do X
• User thinks doing Y will solve X
• User also does not know how to do Y
• User asks for help with Y
• Others get confused because Y looks pointless
• After a long back and forth, the real goal X finally appears
• Turns out Y was not even useful for X in the first place

The core issue
People get stuck on the solution they imagined and forget to explain the real problem fully

https://xyproblem.info/
what-is-the-xy-problem
https://read.thecoder.cafe/p/xy-problem

for me the problem with solving everything by adding a new abstraction is that we end up learning that extra layer too. even though it might makes things simpler, it still adds to the mental load

In HCI (human computer interaction) there are two key ideas [from a great book i read]

1. Learnability - how easy it is to learn
2. Memorability - how easy it is to remember after some time

• Every abstraction should respect these two things, When layers pile up, we still need to understand each one to use the system properly

That is why I dislike abstractions and wrappers when people use them as the solution for everything

Introducing Ethiopian AI/ML Resource Hub.

People usually ask for certain papers, datasets, models etc when they start working on ML projects on Ethiopian languages or Ethiopian context, so it's better if we have it somewhere.


https://henokb.github.io/ethiopian-ai-hub/

What is your max episodes in a day?

Average Vibe Coder's Workflow 😂

In the wrong place, even if you give your very best, it will never be enough.

But in the right place, your mere presence will be celebrated

GRIT: THE POWER of PASSION and PERSEVERANCE

by ANGELA DUCKWORTH

a book about how passion and persistence can lead to outstanding achievement, and how it can be learned regardless of IQ or circumstances

React2Shell Vulnerability Info

• The recent Cloudflare outage on December 5 2025 happened while they were working on a fix for the React Server Components critical vulnerability

critical-security-vulnerability-in-react-server-components

• They were not hacked. The outage came from their attempt to patch the issue quickly.

• theo posted a video explaining how serious the React2Shell flaw is

• Guillermo Rauch also commented on X

• React official blog for reference

React Server Concepts Quick Read

• Server Components overview
https://react.dev/reference/rsc/server-components

• Server Functions guide
https://react.dev/reference/rsc/server-functions

• use-server directive details
https://react.dev/reference/rsc/use-server

There is actually a site called Meta Bug Bounty. I never heard of it before but it’s Meta’s official program to submit security issues or i think any valid vulnerability


• You can submit your own findings and earn up to $300K (do you know how much this is in birr 👀..... 50m )

• I read that Since the program launched in 2011 they have paid out over $20 million 😯

• Full recap on their blog
https://engineering.fb.com/2025/02/13/security/looking-back-at-our-bug-bounty-program-in-2024

so losing job because of new Tech is real, i didnt expect we might be part of this in a million years ... interesting 😁