Available now! Telegram Research 2025 โ the year's key insights 
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$ sudo jajos --verbose Junior AI Engineer@iCogLabs|Oriental Orthodox|Just fascinated about anything fascinating ๐ Will share my thoughts and journey here
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Channel Posts
๐คฆโโ๏ธ๐คฆโโ๏ธ๐ถโ๐ซ๏ธ๐ถโ๐ซ๏ธ๐ถโ๐ซ๏ธ๐ซ ๐ซ ๐ซ
The increase rate per-(minute, hour, day, or year)
@sudojajos
| 2 | Bruh lemme tell u, if u were paid 8,881, 255 birr(58,800 dollars) each hour starting from Christ's birth each day without missing u wont reach him bruh ๐๐๐ | 114 |
| 3 |  +1No text... | 92 |
| 4 | The things she have built | 88 |
| 5 | Lemme introduce u to my Sister Nahili :) She is grade 5 ... and u know I want her to be great in her future spiritually and also in her worldly life ...
Two years ago I thought her how to code just plain html, css(and she was having fun writing some page which includes collage of images of our family แตแแ แ แตแ
แ แแแแ) and after that I thought her scratch(u know this right) and am very glad she is interested on it and even she built a trivial game but u know it was interesting if I find it will send u ... แฅแ now I was not even following up on her but she is using it and participating in แแ แซ แแตแตแญ in her school that is fire แจแแญ
แฉแฌ แฅแซแแ we needed like someone just to spark our curiosity and just guide as a bit and we could have done a lot ...
#guidance #siblings
@sudojajos | 114 |
| 6 | Me: "I want to learn X."
Brain: "Okay, but first let's understand the foundations."
Foundations: "To understand me, you need these foundations."
Those foundations: "To understand us, you need even deeper foundations."
Me, 5 years later:
"The good news is I now understand the origins of the universe."
๐
You have to say lets pause and build here ๐
#advice
#memes
@sudojajos | 85 |
| 7 | An advice from wise LLMS :)
Notes to My Future Self
1. Curiosity Needs Direction
Curiosity is a gift.
But unmanaged curiosity can become a trap.
Don't let your curiosity trick you into starting five foundations at once.
You don't build depth by touching everything.
You build depth by staying with something long enough for it to become difficult, confusing, and eventually clear.
The goal isn't to learn everything.
The goal is to learn something deeply.
2. The Artifact Is Not the Goal
When I ask:
"How long will it take?"
Sometimes what I'm really asking is:
"Can I have the artifact soon?"
The understanding-brain asks:
"What should I do next?"
The artifact-brain asks:
"How quickly can I finish?"
The understanding lasts.
The artifact is only evidence that the understanding happened.
The artifact is the receipt.
The learning is the purchase.
3. The Urge Never Leaves
The urge to rush.
The urge to show progress.
The urge to impress.
It doesn't disappear.
Senior engineers feel it.
Researchers feel it.
Founders feel it.
The difference is not that experienced people are free from the urge.
The difference is that they learn to recognize it and not let it drive the car.
4. Depth Compounds
Six months spent understanding a foundation is rarely just six months.
Deep understanding compounds.
Knowledge stacks.
Depth in one area often becomes leverage in another.
5. Don't Optimize for Applause
Many people optimize for things they can show.
Few optimize for becoming the kind of person who can build those things repeatedly.
One creates temporary results.
The other creates capability.
Choose capability.
6. Foundations Before Innovation
Before asking:
"How can I improve this?"
First ask:
"Why does it work this way?"
Most good ideas come from understanding existing solutions deeply enough to see their tradeoffs.
Innovation built on ignorance is guessing.
Innovation built on understanding is engineering.
7. Let Difficulty Teach
The temptation is to remove friction.
But often the friction is the lesson.
The bug.
The confusion.
The failed experiment.
The week spent stuck.
Those moments are not interruptions to learning.
They are learning.
8. A North Star
Desire to become the person who deeply understands things, not just the person who shows things.
When roadmaps fail,
when timelines slip,
when progress feels invisible,
this matters more than any deadline.
Becoming the person is the real project.
Everything else is a byproduct.
#advices
@sudojajos | 429 |
| 8 | Good morning, family โ๏ธ
One of the Desert Fathers said:
"Do not seek to be praised by men; seek to be known by God."
In a world that rewards appearances, may we not neglect the quiet work of becoming the people we are called to be.
Have a blessed day and a fruitful one. ๐ฅฐ๐ฅฐ๐ฅฐ | 81 |
| 9 | https://www.anthropic.com/institute/recursive-self-improvement | 65 |
| 10 | https://youtu.be/-RdOwhmqP5s
I will not talk too much but this seems fascinating how such simple turns out to be this much bizarre and intricate is the beauty of Mathematics ... ๐ | 90 |
| 11 |  +2The only Dwarkesh Patel lecture videos you have to see.
โข How GPT, Claude, and Gemini are actually trained and served โ Reiner Pope
โข What rebuilding AlphaGo teaches us about self-play, RL, and future of LLMs - Eric Jang
โข Chip design from the bottom up โ Reiner Pope
First two are supreme! Watch from start to finish you will learns so much (try to follow along) and then there's this iconic one where Dwarkesh was annoyingly pushing Jensen ๐
#YouTube #DwarkeshPatel
@Dagmawi_Babi | 86 |
| 12 | Cybersecurity researchers aren't happy about the guardrails on Anthropic's Fable
Article, Comments | 93 |
| 13 | dont u see urself? ๐ค | 103 |
| 14 | แแญ แฅแ แแแฝ แณแแ แแแ
แฎแปแฝแ แ แแแกแ แ
แฃแต แแญ แแแแปแฝแ แญแตแแฅแ แฅแแฐแแ แจแ แแ? แฅแแ แซแ แซแ
แ แแแแ แฅแแแซ แแ แญแฃ แ
แฃแฑแ แฅแแฒแซแตแฅแแ แแฐ แ แแฐ แ แฅแฅแแ แฅแแธแแญ แแ แญแค แแแ แแ แจแฐแแแแ แซแแฐ แ แแแ แฅแ แ แแปแ แฅแแ แตแ แแ แญแข
แ แคแฑ แแณ แแญแฃ แจแแตแณแแต แฝแแณแ แแ แฅแแต แ แแแฐแแแ แแ แญแฃ แ แ แแฐ แแแต แแแตแแซแฝแ แจแแ แ แ แฅแแฎ แแ แจแแโแแแญ แแ แฅแ แจแแแฐแฐแฐแ แ แจแแณ แฅแป แแ แญแข แแแ
แ แจแฐแแฃแแ แซแณแธแ แซแแ แแแญ แ แแซแฐแญแแต แฐแแฝ แแ แญแข แจแ แแแแฝ แตแแแ โแฅแซโ แฐแฅแ แญแ แซแแค แแแฝ แซแแ แฒแซแฐแญแ แแ แ แฅแแแซแ แ แแแแฝ แญแแฃแแค แแแ แแแแฝแ แแ แแ แแแแฝ แจแแซแแ แจแแ(แ แญแณแแแแธแแ)แข แแแแ แฅแ แแ
แณแแ แณแต แ แแซแแดแ แ แแ
แ แแญแแซแต แ แแ แตแแ แญแ แแฅ แ แแญแแฅแ แแแแต แจแแซแแตแ แตแ แตแแ
แญแต แแฅแ แจแแแญ แ แแแแจแด แแแจแแแฃ แแตแฐแแ แซแแ แฐแ แซแธแตแแแแ? แจแแจแแแต แแแ
แญ แขแแแฃ แจแแแ แจแฅแซ แฃแแฐแจแฃแ แแญ แ แแ แตแแฝ แญแญแญแญ แ แฐแธแแ แแแฃ แฅแ แ แณแต แจแแณ แ แแฐแแฌ แจแฐแธแแแฉแต แ แแญ แ แแฃแ แ แแแแแต แ แญแแ แแ แแ แญแ?
how articulate is Augustine ๐ญ - แญแแ แแแ แตแแแ
แแฑ แฒแซแแซ แแ
แแแซแ 10. แ แณแต แจแแณแ แ แตแแญแแถแฝ แแ
แญ แจแฐแแฃ แตแแ
แญแฑแแ แจแแแแนแ แแญแญ แธแ แญแแแข
16. แแแ แ แคแฑ แแณ แแญแฃ แจแฐแแฅแฎ แแ แแฃแชแ แ แตแฐแณแณแชโแจแแขแ แต แแ แ แซแ แฅแป แจแแแจแโแฅแ แจแแแแผแแ แจแฅแแแซแ แแแ
แซแ แแแต แ แแแแ แฐแณแณแตแฉแค แญแ
แแ แตแแ
แญแต แฅแแญแฑ แ แแแแแ แแญแแซแต แฅแแณแแแ แขแแแแตแแฃ แ แแ แแญ แ แฅแฉ แแแณ แแ แแแ แต แฅแฝแ แแ แญแแข แแฅแแญแฑ แแแแต แ แแณแแแฉแ แจแฐแปแ แแแแต แแญแฌ แณแญแแแฃ แแจแแณ แซแแ แแ
แญ แจแฐแแฃ แแแค แ แแตแตแฎแฝ แแตแฅ แจแแธแแแ แญแฅแญ แฅแแต แแ แญแฃ แแฎแแผแ แ แแธแต แฐแจแถแฝ แฅแแฒแฎแจแฎแฉ แฅแแแ แแ แญแฃ แ แแ
แ แจแฃแฐ แญแแ แแแตโแซ แจแฐแแ แแแต แ แ แแแแฝ แตแแญแแถแฝแ แตแแญแถแฝ แแญ แ แแญแแผ แแตแฅ แญแ แแฅ แฅแซแ แซ แแฃแข
แแแ แฅแแแ
แ แแแแแแฝ แจแแซแแแแต แฐแแฝ แ แฐแแฝ แแแต แตแแ
แญแฅแญ แ แแธแแฃ แแแ แแ แแแแปแธแ แซแแ แฐแจแ แญแแแแค แแแปแธแ แแ แซแแ แแแ
แต แจแแซแแญแกแ แต แฐแจแ แแญ แฅแแณแญแฐแญแฑ แฅแแแซแ แจแแณแแฝ แจแตแแ
แญแณแธแ แซแฐแแจแแธแ แ แแแ แแแจแ แญแแ
แณแแข แ แคแฑ แแณ แแญแฃ แฅแแแ
แ แแแฎแฝ แ แแแจแต แฐแแแจแตแฃ แ แแ แจแแแ แซแ
แ แฅแแ แ แตแแแค แจแแญแ แฉแ
แแ แขแแ แซแตแแธแ แแแตแฃ แฅแแญแฑแ แญแ แฉแแแฃ แ แแฐแ แณแตแแธแแแ
แข
Oh Augustine ๐ฅ๐ฅ๐ฅ
Have a nice night | 145 |
| 15 | แแณ แแญ! แ แตแแตแ แจแแแตแแแ แ แแ
แ แฅแจแณ แแแต แ แตแฐแแจแแค แ แแฐแ แแฅแซแต แแญแต แ แแฐแ แแแตแแ? แฅแแฒแแ แ แแฐแ แแแ
แแญแต แ แแฐแ แแฅแซแต? แแแแ แณแซแแ
แ
แจแแ แซแ
แแ แแ? แจแแซแแ
แ
แ แแ แ แตแญแ แแ แซแ
แญแฝแแแแข แแญแต แฅแแแ
แ
แแแต แฅแแ แซแแแ? แแแญ แแ แฃแแแแ แต แฅแแดแต แญแแธแแ? แซแ แฐแฃแชแต แฅแแดแต แซแแแ? (แฎแ 10:14) แฅแแแ แฅแแญแ แจแแนแต แซแแฐแแแณแแข แจแแนแต แซแแแณแแ (แแด 7:7)แฃ แจแแซแแแตแ แซแแฐแแแณแแข
แ แคแฑ แแณ แแญ! แฅแจแ แซแแ
แฅแแแแ
แแแตแฃ แฅแซแแแฉแ
แ แฅแ แซแ
แแแต แแแตแแแค แแญแแซแฑแ แ แแฐ แฐแฐแฅแจแ
แแแแแข
confessions - St. Augustine ๐ฅฐ๐ฅฐ๐ฅฐ | 100 |
| 16 |  like literally can't show u what we talked earlier but a sample :) :) :) | 107 |
| 17 | This should be the way we have to use AI, ig - for learning and for thinking better ... | 106 |
| 18 | When talking with Claude u know I feel like he is my senior ๐ญ ... like he literally understands the junior struggle โ the panic mode, the urge to just show off artifacts without understanding ... he gets it
and he pushes back on u ... presses u ... corrects u ... not harshly but the way a senior who actually cares would ๐ง
if u are a junior figuring things out โ try it ... not to get answers but to think better, like try it and witness ...
@sudojajos | 106 |
| 19 | New 4B translation model from Hasab AI for few Ethiopian langs. It's good to see almost everyone who is working on AI/ML in Ethiopia is releasing something. This will help a lot to make a progress.
๐ Hasab AI
Now tag Ethiopian AI Institute to release something too ๐
https://huggingface.co/hasab-ai/YehaTranslate | 95 |
| 20 |  ๐ | 210 |
