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🔥 Discover this insightful post from Hacker News 📖 📂 **Category**: 📌 **What You’ll Learn**: [Submitted on 13 Jan 2024 (v1), last revised 9 Nov 2024 (this version, v2)] View a PDF of the paper titled Knowledge Distillation of Black-Box Large Language Models, by Hongzhan Chen and 5 other authors View PDF HTML (experimental) Abstract:Given the exceptional performance of proprietary large language models (LLMs) like GPT-4, recent research has increasingly focused on boosting the capabilities of smaller models through knowledge distillation (KD) from these powerful yet black-box teachers. While leveraging the high-quality outputs of these teachers is advantageous, the inaccessibility…

✨ Discover this trending post from Hacker News 📖 📂 **Category**: ✅ **What You’ll Learn**: Hello you fine Internet folks,Here at ISC 2026 in Hamburg, Germany, we got the 67th TOP500 list where there was a surprise awaiting us. That surprise being a new Number 1 Supercomputer on the TOP500.The new number one Supercomputer on the TOP500 list is the LineShine Supercomputer in Shenzhen, China. This is the first Chinese submission to the TOP500 in 9 years and they came in swinging with a massive CPU-only system.Starting with the specifications of the CPU that powers the LineShine system, the LX2.The…

💥 Check out this insightful post from Hacker News 📖 📂 **Category**: ✅ **What You’ll Learn**: A GPT-2-class language model built entirely from scratch in C/CUDA — no PyTorch, no autograd, no ML libraries. The forward and backward passes are written and verified by hand, and the whole training pipeline lives in this repo: a hand-written byte-level BPE tokenizer, pretraining on a books + web corpus, and supervised fine-tuning into a chat model (RLHF/DPO planned). It runs on CPU (libm + OpenMP) for a small showcase model, and a full from-scratch CUDA engine — cuBLAS matmuls, a hand-written FlashAttention, validated…

✨ Read this insightful post from Hacker News 📖 📂 **Category**: ✅ **What You’ll Learn**: Bash4LLM⁺ — wrapper CLI sicuro, Bash‑first e completamente auditabile per l’API Chat Completions compatibile OpenAI di Groq (ed estendibile ad altri provider). Bash4LLM⁺ è un singolo script Bash, auto‑contenuto, leggibile e verificabile.Scaricalo, rendilo eseguibile, esporta la tua API key e inizia subito a usarlo. Compatibile con ambienti Unix‑like: Linux, macOS, WSL, Cygwin, Termux (Android), BSD. Caratteristiche principali Lista modelli dinamicatramite GET https://api.groq.com/openai/v1/models→ nessun modello hardcoded. Sicurezza by design→ nessun uso di /tmp, nessun eval, permessi restrittivi, validazione provider avanzata. Struttura modulare a sezioni→ PRECORE_BOOT, PRECORE_RUN,…