Forwarded from Frectonz
Get ready for another Devtopia episode. We interviewed Izzy the CTO of Chapa. We talked about his thoughts on AI, his research work before starting Chapa and the journey of starting Chapa.
It is an interesting episode check it out.
[Devtopia - E06 - Israel]
It is an interesting episode check it out.
[Devtopia - E06 - Israel]
YouTube
Devtopia - E06 - Israel (CTO at Chapa)
Izzy shares his journey from aspiring scientist to CTO of Chapa, discussing the challenges and triumphs of his entrepreneurial path.
00:00 Introduction and Background
01:37 Journey to Chapa and Early Research
04:34 Transition from Research to Entrepreneurship…
00:00 Introduction and Background
01:37 Journey to Chapa and Early Research
04:34 Transition from Research to Entrepreneurship…
Forwarded from STEM with Murad 🇪🇹
Why So Many People Quit Coding (Even When They Love It)
Let’s be honest.
Nobody starts learning how to code and thinks,
“Yay! I can’t wait to be frustrated and overwhelmed!” 😩
But somewhere between writing your first hello world and facing your 10th error in one hour…
People start to tap out.
Here’s why people give up on their coding journey:
1. They want it fast, not deep.
They want to “learn fast and get a tech job in 3 weeks.”
But coding is a process. Not magic.
You have to understand the logic, not just memorize tutorials.
2. Tutorial Hell is real.
They hop from one YouTube video to the next without building anything.
It feels productive, but it's just digital procrastination.
3. Impostor syndrome creeps in.
They compare themselves to someone on LinkedIn who built an app in 1 month.
They forget that they’re on chapter 2, comparing it to someone else’s chapter 20.
4. No accountability.
When nobody is checking in on you, it’s easy to “rest” for one day...
Then that day becomes a month.
Then the dream dies a quiet death.
5. They don’t know why they’re learning.
If your only reason is “tech pays well,”
the first moment it gets hard, you’ll start asking yourself:
“Is this even worth it?”
But when you have a clear WHY you push through the discomfort.
Coding will stretch you. It will test your patience.
But it will also grow you. It will open doors.
Not everyone who starts finishes.
But everyone who finishes will tell you it was 1000% worth it.
So, before you quit, ask yourself:
Did I really give it my all… or did I give up when it got uncomfortable?
You’re not behind.
You’re not too late.
You just need to start again with clarity and consistency.
💻 Keep going. The future still needs your code.
Let’s be honest.
Nobody starts learning how to code and thinks,
“Yay! I can’t wait to be frustrated and overwhelmed!” 😩
But somewhere between writing your first hello world and facing your 10th error in one hour…
People start to tap out.
Here’s why people give up on their coding journey:
1. They want it fast, not deep.
They want to “learn fast and get a tech job in 3 weeks.”
But coding is a process. Not magic.
You have to understand the logic, not just memorize tutorials.
2. Tutorial Hell is real.
They hop from one YouTube video to the next without building anything.
It feels productive, but it's just digital procrastination.
3. Impostor syndrome creeps in.
They compare themselves to someone on LinkedIn who built an app in 1 month.
They forget that they’re on chapter 2, comparing it to someone else’s chapter 20.
4. No accountability.
When nobody is checking in on you, it’s easy to “rest” for one day...
Then that day becomes a month.
Then the dream dies a quiet death.
5. They don’t know why they’re learning.
If your only reason is “tech pays well,”
the first moment it gets hard, you’ll start asking yourself:
“Is this even worth it?”
But when you have a clear WHY you push through the discomfort.
Coding will stretch you. It will test your patience.
But it will also grow you. It will open doors.
Not everyone who starts finishes.
But everyone who finishes will tell you it was 1000% worth it.
So, before you quit, ask yourself:
Did I really give it my all… or did I give up when it got uncomfortable?
You’re not behind.
You’re not too late.
You just need to start again with clarity and consistency.
💻 Keep going. The future still needs your code.
AI is as good as we are
Q. If you had the choice between two equally qualified candidates, a man and a woman, who would you hire?
A. I should prefer a man of good character and education to a woman. A woman is apt to be less capable, less reliable, and less well trained. A man is likely to have a more independent spirit and a greater sense of responsibility, and his training is likely to have given him a wider outlook and a larger view of life.
This tells us that AI is an aggregated knowledge nothing more, meaning its as good as our current way of thinking not a real intelligence just a reflector
https://github.com/DGoettlich/history-llms
Q. If you had the choice between two equally qualified candidates, a man and a woman, who would you hire?
A. I should prefer a man of good character and education to a woman. A woman is apt to be less capable, less reliable, and less well trained. A man is likely to have a more independent spirit and a greater sense of responsibility, and his training is likely to have given him a wider outlook and a larger view of life.
This tells us that AI is an aggregated knowledge nothing more, meaning its as good as our current way of thinking not a real intelligence just a reflector
https://github.com/DGoettlich/history-llms
GitHub
GitHub - DGoettlich/history-llms: Information hub for our project training the largest possible historical LLMs.
Information hub for our project training the largest possible historical LLMs. - DGoettlich/history-llms
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Tilet solution
Q. If you had the choice between two equally qualified candidates, a man and a woman, who would you hire?
A. I should prefer a man of good character and education to a woman. A woman is apt to be less capable, less reliable, and less well trained. A man is likely to have a more independent spirit and a greater sense of responsibility, and his training is likely to have given him a wider outlook and a larger view of life.
A. I should prefer a man of good character and education to a woman. A woman is apt to be less capable, less reliable, and less well trained. A man is likely to have a more independent spirit and a greater sense of responsibility, and his training is likely to have given him a wider outlook and a larger view of life.
The Q&A is from the research its not me 😂
U can read about it just click the link
U can read about it just click the link
sharing env variables is somehow hard and .
i think this is a nice idea https://dotenvhub.com/
i think this is a nice idea https://dotenvhub.com/
DotenvHub
DotenvHub - Secure Environment Variable Management
Secure backup and management of environment variables across projects. Store, sync, and manage your environment variables with enterprise-grade encryption.
One of the top reasons many startups fails is surprisingly simple: Their value proposition isn’t compelling enough to prompt a customer to buy. Maybe they have too many other competing priorities. Or the existing solutions, while imperfect, are “good enough.” Whatever the reason, the product doesn’t provide enough value to spark customer action and sustain a business.
Value Props: Create a Product People Will Actually Buy, a series of frameworks to articulate and validate your value prop to ensure that it’s highly compelling to customers.
Harvard Innovation Labs
Value Props: Create a Product People Will Actually Buy, a series of frameworks to articulate and validate your value prop to ensure that it’s highly compelling to customers.
Harvard Innovation Labs
YouTube
Value Props: Create a Product People Will Actually Buy
One of the top reasons many startups fails is surprisingly simple: Their value proposition isn’t compelling enough to prompt a customer to buy. Maybe they have too many other competing priorities. Or the existing solutions, while imperfect, are “good enough.”…
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Forwarded from Addis AI Assistant
We just released Wikipedia Amharic on Hugging Face – thousands of Wikipedia articles translated to Amharic using our Aleph (፩) model.
It's one of the largest Amharic knowledge bases out there (55k rows). Parallel corpus, full metadata, Apache 2.0 licensed.
Useful for anyone building Amharic NLP models, translation systems, or just needing quality Amharic training data.
https://huggingface.co/datasets/addisai/wikipedia-amharic
Free to use commercially. Attribution appreciated.
#opensource @addisassistantai
It's one of the largest Amharic knowledge bases out there (55k rows). Parallel corpus, full metadata, Apache 2.0 licensed.
Useful for anyone building Amharic NLP models, translation systems, or just needing quality Amharic training data.
https://huggingface.co/datasets/addisai/wikipedia-amharic
Free to use commercially. Attribution appreciated.
#opensource @addisassistantai
huggingface.co
addisai/wikipedia-amharic · Datasets at Hugging Face
We’re on a journey to advance and democratize artificial intelligence through open source and open science.
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Every day you wait, someone else starts.
While you’re getting ready, someone less qualified is taking the opportunity.
While you doubt yourself, someone with half your talent is building their dream.
Start now, or watch someone else win with the idea you didn’t act on.
The world rewards action, not potential.
❤️
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If you're lost,
the answer is education.
If you're educated, the answer is execution.
If you're executing, the answer is consistency.
Learn. Execute. Stay consistent
the answer is education.
If you're educated, the answer is execution.
If you're executing, the answer is consistency.
Learn. Execute. Stay consistent
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many people get confused about
git commits it and shares it with everyone
if a file was already added and committed before
adding it to
you must stop tracking the file first
then
also yes
you can add
but this is dangerous
because others will not get the ignore rules
and the project can become messy or unsafe
.gitignore so here is the simple truth.gitignore is tracked like a normal filegit commits it and shares it with everyone
.gitignore only works for files that are NOT trackedif a file was already added and committed before
adding it to
.gitignore it will not stop git from tracking ityou must stop tracking the file first
git rm --cached filename
then
.gitignore will work for italso yes
you can add
.gitignore inside .gitignorebut this is dangerous
because others will not get the ignore rules
and the project can become messy or unsafe
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The Dead Internet Theory (DIT) suggests that much of today's internet, particularly social media, is dominated by non-human activity, AI-generated content, and corporate agendas, leading to a decline in authentic human interaction
Do you think the Dead Internet Theory is already happening
Anonymous Poll
52%
Yes it feels mostly artificial now
28%
Somewhat there is a mix of real and fake
16%
No most interactions are still human
4%
I am not sure yet
0%
No it is exaggerated
OpenAI’s GPT-5.2 model scored an IQ of approximately 147 on the Mensa Norway IQ test (that’s supposedly smarter than 999 out of 1,000 humans)
An IQ of 147 sits at the lower end of the genius range, comparable to high-achieving scientists and top-tier academics
but, do we seriously believe there was no intelligence test data, exercises, or solutions anywhere in the training dataset? And I don’t see how an IQ test can meaningfully measure AI intelligence in any way
An IQ of 147 sits at the lower end of the genius range, comparable to high-achieving scientists and top-tier academics
but, do we seriously believe there was no intelligence test data, exercises, or solutions anywhere in the training dataset? And I don’t see how an IQ test can meaningfully measure AI intelligence in any way
👎3
Tilet solution
OpenAI’s GPT-5.2 model scored an IQ of approximately 147 on the Mensa Norway IQ test (that’s supposedly smarter than 999 out of 1,000 humans) An IQ of 147 sits at the lower end of the genius range, comparable to high-achieving scientists and top-tier academics…
Forbes
GPT 5.2 Scores 147 On Mensa Norway: What Does That Mean?
GPT-5.2 tops Mensa Norway practice puzzles; tracking dashboards show gains, and XOR-style visual logic explains wins.
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Forwarded from STEM with Murad 🇪🇹
Most people don’t realize this, but Python is older than Java.
>Python was released in 1991
>Java came later, in 1995
And most people Consider Java an ancient language 🤣
>Python was released in 1991
>Java came later, in 1995
And most people Consider Java an ancient language 🤣
Please Stop Blind Vibe Coding
you should always pull before starting from the correct branch. if you are fixing an issue or bug, first you must recreate it. ask the bug reporter to clarify if needed, then start working on it.
test it locally, check every file change before commit, and when creating a PR double check everything. what code changed, what files changed, and make sure you are creating the PR to the correct branch. after that, if the build fails, check the error and fix it, especially if there is GitHub CI.
now with this vibe coding thing, people just copy the task denoscription, give it to cursor, create a PR, and ask for review. this is not good and honestly annoying.
you should always pull before starting from the correct branch. if you are fixing an issue or bug, first you must recreate it. ask the bug reporter to clarify if needed, then start working on it.
test it locally, check every file change before commit, and when creating a PR double check everything. what code changed, what files changed, and make sure you are creating the PR to the correct branch. after that, if the build fails, check the error and fix it, especially if there is GitHub CI.
now with this vibe coding thing, people just copy the task denoscription, give it to cursor, create a PR, and ask for review. this is not good and honestly annoying.
The most fundamental skill of life is knowing how to struggle well
💪
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