نیماژ
56.9K posts

نیماژ
@Nimazh
سوگند به خون همرهانم، سوگند به اشک مادران

Dubai is cancelling the residencies of Iranians. This could affect between 400 to 600,000 Iranians. Five Iranian schools have been shutdown and the 54 year old Iranian Jumeirah hospital. Iranian assets in Dubai total some 330 billion dollars.





خلاصه بگم: داریم التماس میکنیم بکگراند چکمون کنن! #LiftTheHold #USCISPause #USCISpause


USCIS pause is depriving US of much needed talent for high tech industries that require the best minds in the world. #USCISPause

Since Dec 2, USCIS has paused legal applications for many Iranian applicants, after taking their fees. Many are scientists and skilled professionals contributing to US innovation. Now they’re left in uncertainty and concern. #LiftTheHold @SecMullinDHS @David_J_Bier @LibbeyDean_

Google's latest paper on Compression is the future. Here's why. They compressed LLM memory 6x with zero accuracy loss. When ChatGPT writes a reply, it remembers every word you've said. That memory is stored in a growing notebook (KV cache). A 100,000-word conversation can eat 16 GB of GPU memory. That's half of what most high-end GPUs even have. This is the #1 cost of running AI. Not the thinking. The remembering. TurboQuant shrinks each number in that notebook from 32 bits to just 3. That's like replacing a full paragraph with three words and losing nothing. No retraining. Works on any model instantly. Compressing numbers usually destroys their meaning. Here's how they solved it: 1. Rotate the numbers randomly so they all land on a predictable curve (PolarQuant) 2. Use one extra bit to fix the tiny errors left behind (QJL) Once numbers are predictable, you need far fewer bits to store them. The results: > 8x faster on Nvidia H100 GPUs > 16 GB notebook shrinks to under 3 GB > Search indexing drops from 500 seconds to 0.001 > Accuracy identical to the uncompressed model There's a proven math limit on how good compression can get. TurboQuant is only 2.7x above that floor. We're near the ceiling. Every company running LLMs spends most of its budget on memory. This cuts that cost by over 80%. The race is no longer about bigger models. It's about cheaper inference. Models that needed a $200K server cluster start fitting on a single $2K GPU. AI agents run 24/7 without burning budgets. The companies that win won't just have the best models. They'll have the best compression. Papers are open-access on arXiv, presented at ICLR.



-یکی از نشنال گاردها امروز فوت کرد. خانم سارا بکستروم ۲۰ ساله. اون یکی هم یه آقای ۲۴ ساله اس و همچنان شرایطش وخیمه… -عکس رحمان الله، تیرانداز ۲۹ ساله افغان هم منتشر شد…همسر و پنج تا بچه داره و دولت ترامپ داره فک میکنه که خونواده ش رو دیپورت کنه…

اگه سیتیزن آمریکا هستید موضوع پاز استتوس ایرانیها رو جدی بگیرید. به نظر من این باید دغدغده اصلی هر ایرانی سیتیزن آمریکا باشه. با سناتورهای ایالتتون تماس بگیرید، تلفن بزنید و پیام کوتاه و موثر بزارید یا ایمیل بزنید. در پیام یا ایمیلتون مشخصات کامل از جمله آدرستون رو بگید و تاکید کنید بعنوان ی ستیزن آمریکایی این درخواست رو دارید. این واقعا کمترین کاری هست که جامعه ایرانی آمریکا میتونه برای خودش انجام بده. از لینک زیر میتونید ایالتتون رو انتخاب کنید و اطلاعات تماس سناتورهای ایالتتون رو پیدا کنید. هر ایالت دوتا سناتور داره. با هر دو تماس بگیرید. senate.gov/senators/senat… #USCISPause #LiftTheHold

Congratulations on your new role @SecMullinDHS . Wishing you continued success!🎉 We, as Iranian scholars, engineers, scientists, and students already in the United States, respectfully ask you to please consider lifting the @USCIS pause affecting our ability to continue our work and contributions. Many of us have been thoroughly vetted and are actively engaged in advancing innovation, science, and technology. Yet, solely due to our country of birth, we are facing this pause and thus uncertainty in the approval of our NIW, EB-1, EB-2 and OPT applications. We hope for your kind support in addressing this issue so we can also continue contributing meaningfully to this country.🙏

Safa Sefidgari was able to enter the U.S. in 2024 with a student visa. By the time her husband tried to join her, the Trump travel ban made it impossible. nbcnews.com/news/us-news/i…


تنها راهیه که صدا شنیده میشه همصداییه، فرقی نداره الان دانشجو هستین، آمریکا هستین، شهروند اینجا یا جای دیگه هستین. صدای هم باشیم و کمک کنیم این هولد رو بردارن و به پروندهها رسیدگی شه #liftthehold



