Forwarded from Gracious โ
"แจแแตแแฑแต แฐแแฝ แแฝแ แ แแ
แฑแแตแกแก
แแจแ แแจแ แแจแ แ แแแคแ แ แแแซแฝแแกแก
แแจแ แแจแ แแจแ แแตแแแณแฝแ แขแจแฑแตแกแก
แแจแ แแจแ แแจแ แแแฃแฝแ แญแญแตแถแตแกแก
แแจแ แแจแ แแจแ แปแตแแ แจแแแจแต แ แแจแฑแตแกแก
แฅแแแแ แแแแแ แจแญแค แจแแฃแ แจแฃแแ แฝแฑแแ แแนแ แ แแณแ แ แแกแกแก
แ แฑแต แฅแแแ แฅแแญ แ แฑแต แแซแ แ แฑแต แแซแ แจแแญแแต แจแแญแแแฅแกแก
แจแตแแแ แแญแซแ แจแฐแแแฐ แ แคแฑ แญแ แญ แ แแแกแก
แ แฑแต แฅแแแ แฅแแญ แ แฑแต แแซแ แ แฑแต แจแแญแแต แจแแญแแแฅ แ แฎแญแณแแต แจแฐแ แแ แ แแตแแแ แจแฐแฐแแ แ แคแฑ แญแ แญ แ แแแกแก"
แ แฑแต แฎแแแต แ แแแญแ
แแจแ แแจแ แแจแ แ แแแคแ แ แแแซแฝแแกแก
แแจแ แแจแ แแจแ แแตแแแณแฝแ แขแจแฑแตแกแก
แแจแ แแจแ แแจแ แแแฃแฝแ แญแญแตแถแตแกแก
แแจแ แแจแ แแจแ แปแตแแ แจแแแจแต แ แแจแฑแตแกแก
แฅแแแแ แแแแแ แจแญแค แจแแฃแ แจแฃแแ แฝแฑแแ แแนแ แ แแณแ แ แแกแกแก
แ แฑแต แฅแแแ แฅแแญ แ แฑแต แแซแ แ แฑแต แแซแ แจแแญแแต แจแแญแแแฅแกแก
แจแตแแแ แแญแซแ แจแฐแแแฐ แ แคแฑ แญแ แญ แ แแแกแก
แ แฑแต แฅแแแ แฅแแญ แ แฑแต แแซแ แ แฑแต แจแแญแแต แจแแญแแแฅ แ แฎแญแณแแต แจแฐแ แแ แ แแตแแแ แจแฐแฐแแ แ แคแฑ แญแ แญ แ แแแกแก"
แ แฑแต แฎแแแต แ แแแญแ
๐ญ9
https://github.com/danielgatis/rembg?tab=readme-ov-file
this is an awesome cli tool - u don't have to search forbackground remover ai free ๐ just use this using
this is an awesome cli tool - u don't have to search for
rembg i path.png // or open the http server using rembg s --host 0.0.0.0 --port 7000 --log_level info
GitHub
GitHub - danielgatis/rembg: Rembg is a tool to remove images background
Rembg is a tool to remove images background. Contribute to danielgatis/rembg development by creating an account on GitHub.
๐1๐1
So today I was reading this paper: https://arxiv.org/html/2511.22570v1 -> It is the deepseekmath-v2 and u know it is insane, it scored Gold level on IMO 2025, while my brain here still glitches understanding the architecture ๐
It was a good read -> obviously used claude for studying deeply and I made the compressed version of the whole paper in the telegraph below ... anyone interested can read ๐โโ๏ธ๐โโ๏ธ๐โโ๏ธ
https://telegra.ph/DEEPSEEKMath-V2-03-13
It was a good read -> obviously used claude for studying deeply and I made the compressed version of the whole paper in the telegraph below ... anyone interested can read ๐โโ๏ธ๐โโ๏ธ๐โโ๏ธ
https://telegra.ph/DEEPSEEKMath-V2-03-13
Telegraph
DEEPSEEKMath-V2
The Full Iterative Cycle โ Every Input, Every Output, Every Transformation The Cast of Characters (Models) Before the cycle, understand who the players are: Symbol Name What it does ฯฯ Verifier Takes (problem, proof) โ outputs critique + score ฯฮท Meta-Verifierโฆ
๐3
Today I will post u abt diffusion models if I have time -> @origin_coders asked for it, I think u might also be interested
๐4
https://youtu.be/-ndTTdOW_i4?si=ps2fusFP0QcCNjyO
No one can deny the insanity of the future ๐ณ๐ณ๐ณ
No one can deny the insanity of the future ๐ณ๐ณ๐ณ
YouTube
cybersecurity is about to get weird
https://www.anthropic.com/news/mozilla-firefox-security
๐ซ MY COURSES
Sign-up for my FREE 3-Day C Course: https://lowlevel.academy
๐งโโ๏ธ HACK YOUR CAREER
Wanna learn to hack? Join my new CTF platform: https://stacksmash.io
โจ๏ธ KEYBOARD
Like what you hear?โฆ
๐ซ MY COURSES
Sign-up for my FREE 3-Day C Course: https://lowlevel.academy
๐งโโ๏ธ HACK YOUR CAREER
Wanna learn to hack? Join my new CTF platform: https://stacksmash.io
โจ๏ธ KEYBOARD
Like what you hear?โฆ
Forwarded from Yostina | Bytephilosopher
Tomorrow is แฐแฅแจ แแญแต(half of the great lent), the day we remember that God will come and give His final decision.
Sometimes I wonder what would I say if He came tomorrow?
Which side would I stand on?
This day always reminds me of my childhood. At Sunday school we used to sing โแแญแแ แฒแแแฅ แ แฐแแญโ every year on this day in front of the church. And in my hometown, it was the day everyone met their Nefs Abat and confessed their sins.
I kind of miss those moments.
So just a small reminder: go to church tomorrow. Sleep early, wake up, and join the Divine Liturgy.
What if God comes tomorrow?
#church
@byte_philosopher
Sometimes I wonder what would I say if He came tomorrow?
Which side would I stand on?
This day always reminds me of my childhood. At Sunday school we used to sing โแแญแแ แฒแแแฅ แ แฐแแญโ every year on this day in front of the church. And in my hometown, it was the day everyone met their Nefs Abat and confessed their sins.
I kind of miss those moments.
So just a small reminder: go to church tomorrow. Sleep early, wake up, and join the Divine Liturgy.
What if God comes tomorrow?
#church
@byte_philosopher
๐6
Forwarded from แแ(แฎแแแต แฉ:แฉ)
แซแ แแ แแแฅแซแต แญแจแแณแแฃแแแ แจแฐแแ แจ แแแฎ แจแแจแฑ แแณแ แแฅแแ แฅแแฐ แ แญแ แ
แฝแ แต (แฅแ
แป)แญแแณแแฃแ แฅ แแแแตแฑแ แฅแ แแญแฑแ แแแ แญแฐแฃแแฃแซแ แแ แ แฒแต แจแแฅแจแ
แแญแ แญแณแซแแฃแแฉแ แจแแแ แจแแแตแแตแ แแ แญแฐแแแฃแจแแแแชแซ แแแฎ แแฎ แซแแฐแแ แแญแแ แซแแจแแข
แ แณแด แ แตแแดแแต
แแแขแตแฎ/แชแปแฒแฐ แ/แ
แ แแ แฐแฅแจแแญแต
แ แณแด แ แตแแดแแต
แแแขแตแฎ/แชแปแฒแฐ แ/แ
แ แแ แฐแฅแจแแญแต
โค5
Today I was reading a research paper (obviously ๐) and stumbled on this line:
"Always work on the hardest remaining piece first. If it's impossible, find out now rather than wasting effort on the easy parts."
And like... this just transfers to life no? instead of trying things randomly, just go straight for the hardest version of them โ fail fast, blah blah lol
idk it still feels a bit fuzzy to me but something about it just clicks ๐
#random
"Always work on the hardest remaining piece first. If it's impossible, find out now rather than wasting effort on the easy parts."
And like... this just transfers to life no? instead of trying things randomly, just go straight for the hardest version of them โ fail fast, blah blah lol
idk it still feels a bit fuzzy to me but something about it just clicks ๐
#random
๐3
Have u seen Karpathy's post abt auto research?
https://x.com/i/status/2031135152349524125
I don't think it is a novel idea but the agent performed quite impressively
https://x.com/i/status/2031135152349524125
I don't think it is a novel idea but the agent performed quite impressively
X (formerly Twitter)
Andrej Karpathy (@karpathy) on X
Three days ago I left autoresearch tuning nanochat for ~2 days on depth=12 model. It found ~20 changes that improved the validation loss. I tested these changes yesterday and all of them were additive and transferred to larger (depth=24) models. Stackingโฆ
https://x.com/i/status/2033167146302210058
Quite interesting - this will help see the progress of transformer architecture and all the pile of architectural things added till this time
Quite interesting - this will help see the progress of transformer architecture and all the pile of architectural things added till this time
X (formerly Twitter)
Sebastian Raschka (@rasbt) on X
I (finally) put together a new LLM Architecture Gallery that collects the architecture figures all in one place!
https://t.co/NO7z6XSRHS
https://t.co/NO7z6XSRHS
Hello people I have been inactive for almost two days ๐๐๐
U know most of it was reading research papers regarding the maths ai project I am currently part of and also u know lean ๐ค๐ค is giving me hard times ...
Anyone here who has previous lean coding experience would be valuable, I mean it ๐๐๐
U know most of it was reading research papers regarding the maths ai project I am currently part of and also u know lean ๐ค๐ค is giving me hard times ...
Anyone here who has previous lean coding experience would be valuable, I mean it ๐๐๐
๐6
Forwarded from แ แแแจ แฅแญแแ
"... แ แ แตแแฝแฅ แแฐแแ แแตแ แฐแ แแฆ แแ แแแญ แคแ แแแแแฉ แแแต แแตแฐ แฅแดแจ แญแกแญ แค แขแจแฑแต แญแญแตแถแต แฅแแแ แฐแแซแต แแแตแญ แค แญแตแแแฑ แ แฅแแฒแ แจ แฐแฐแญแฆแตแจ แ แ แตแญ แค แแฐแ แญแฆแตแจ แจแ แแฅแญ แ แแณแฅ แฅแฉแญ ..."
แแญแแ แแฐแ แแจ แขแจแฑแต โค
"... แจแฐแแแแ แแแ แฅแ แจแฐแธแแจแจแแ แฅแแญแ แ แฐแ แฅแซแณแจแ แแแญแต แ แแตแแฃ แแ แค แแแดแ แ แญแกแญ แฅแ แ แแญ แ แฐแซ แฅแฐแฃแแ แค แจแฐแแซแตแ แจแแตแญ แแณ แขแจแฑแต แญแญแตแถแต แแญ แ แ แตแญ แแแณแตแ แฅแ แฅแแฐ แฃแชแซ แ แตแแฝ แฅแญ แแธแฅแ แตแแ แญแจแซแจแฉแแ ..."
@amlake_birhan
แแญแแ แแฐแ แแจ แขแจแฑแต โค
"... แจแฐแแแแ แแแ แฅแ แจแฐแธแแจแจแแ แฅแแญแ แ แฐแ แฅแซแณแจแ แแแญแต แ แแตแแฃ แแ แค แแแดแ แ แญแกแญ แฅแ แ แแญ แ แฐแซ แฅแฐแฃแแ แค แจแฐแแซแตแ แจแแตแญ แแณ แขแจแฑแต แญแญแตแถแต แแญ แ แ แตแญ แแแณแตแ แฅแ แฅแแฐ แฃแชแซ แ แตแแฝ แฅแญ แแธแฅแ แตแแ แญแจแซแจแฉแแ ..."
@amlake_birhan
โค5
I promised to make a diffusion model guide but haven't ... I was busy this week ... so I wanted to make that guide but when I was checking my patreon I came across Julia Turics diffusion playground ... I think she sent it today or yesterday ...
https://diffusion.fyi/tutorials/fundamentals?ch=1
so enjoy exploring the concept ...
https://diffusion.fyi/tutorials/fundamentals?ch=1
so enjoy exploring the concept ...
diffusion.fyi
Fundamentals โ Chapter 1: Landscape intuition
Build intuition for diffusion by visualizing probability as a landscape.
โคโ๐ฅ1