ivo@setyadi:~$ ivo.blogspot.com

# catatan teknis, sejak 2001

Distilasi Model Lokal Menggunakan Agentic Prompt Workflows

Yuvraj Sharma dan Abubakar Abid memanfaatkan alat agentic HuggingChat bernama ML-intern untuk mengubah model besar menjadi varian kecil yang dapat berjalan di CPU. Dengan biaya komputasi enam belas dolar, sistem ini memproses prompt dan dataset awal, menangani pelatihan dan evaluasi, serta menghasilkan model seperti Qwen-Image rewriter 0.8B untuk menggantikan teacher model berukuran 20GB. Proses ini mengandalkan specification prompt terperinci yang menegakkan pengujian baseline dan batas anggaran yang ketat. Pendekatan ini layak dicoba jika Anda rutin membutuhkan model khusus tugas yang pas di hardware lokal tanpa biaya API. Kekurangannya adalah kualitas output bergantung sepenuhnya pada penulisan prompt terstruktur hingga dua ribu kata, termasuk fakta terverifikasi dan smoke test. Lewati cara ini jika Anda lebih menyukai alat instan atau tidak ingin mengkurasi dataset pelatihan. sumber: huggingface.co/building-with-ml-intern my other side: setyadi.com

[slashdot] QSL : quantum spin liquid

2012-12-21 · #Kliping #Sains

science.slashdot.org

MIT Research Shows New Magnetic State That Could Aid Quantum Computing 
Posted by samzenpus on Thursday December 20, @08:20PM

alphadogg writes"Researchers at MIT and other institutions have demonstrated a new type of magnetism, only the third kind ever found, and it may find its way into future communications, computing and data storage technologies. Working with a tiny crystal of a rare mineral that took 10 months to make, the researchers for the first time have demonstrated a magnetic state called a QSL (quantum spin liquid), according to MIT physics professor Young Lee. He is the lead author of a paper on their findings, which is set to be published in the journal Nature this week. Theorists had said QSLs might exist, but one had never been demonstrated before. 'We think it's pretty important,' Lee said, adding that he would let his peers be the ultimate judges."