Excellent LFM3 GGUFs from AtomicChat, as usual. These results also show how tricky it is to quantize small models while preserving BF16 fidelity. I usually aim for 98 or 99 EAR, but that looks tough for this model. 96 EAR might be a more realistic target. I’ll double-check the accuracy on a few task benchmarks. (Also interesting: the difference in next-token probability distributions between FP16 and BF16.)

Excellence is not an act, but a habit and AKU continues to make Pakistan and the world proud! Aga Khan University Continues to Lead Global Academic Excellence and ​as an alumnus of the Aga Khan University (AKU), it fills my heart with immense pride and reverence to celebrate yet another monumental milestone achieved by our alma mater. ​A total of 37 AKU researchers and faculty members have been recognized among the World’s Top 2% Scientists! ​This prestigiou global recognition is not merely a number , it is a testament to the relentless dedication, ground-breaking research, and uncompromising pursuit of excellence that defines AKU’s culture. From pioneering advancements in medicine and public health to transforming scientific inquiry in developing nations, these remarkable scholars continue to push the boundaries of knowledge, address global health challenges, and shape the future of medical science. A Moment of Immense Pride,MashaAllah @AKUGlobal @AKUAANA @akupresident

Excellent fries at Union in Evanston last night before Davey Knowles @evanstonspace shout out to Heather who put up with our groups nonsense and Jason for making an excellent drink #LoveLiveMusic#

Excellent meeting with Pakistan’s Prime Minister Shehbaz Sharif @CMShehbaz during #UNGA81#. We discussed peace talks regarding Libya and Sudan, where sustained diplomacy and engagement will be essential to making progress.

Excellent statement by our President. Sovereignty is a right given us by Almighty God. We should expel the UN and all other organizations or groups that would destroy our national sovereignty. Many come here to exploit the citizen’s tax dollars funded programs using fraudulent non-profits or NGOs while native born Americans suffer. We really must end all immigration and temporary visa processes from pagan cultures. And we must deport on a large scale. Finally, the organizations who facilitate the exploitation of tax dollars must have their assets frozen and directors indicted.