Machine Heart Reports Machine Heart Editorial Team The “Seven Heroes” of large language models compete to see who comes out on top. Large Language Models (LLMs) are gaining popularity worldwide, with one important application being chatbots, which are used in Q&A, customer service, and many other areas. However, chatbots are notoriously difficult to evaluate. It … Read more
Key Points CAG (Cache-Augmented Generation) is a new paradigm that preloads all necessary information into the model’s context window, avoiding the real-time information retrieval delays and error risks associated with traditional RAG (Retrieval Augmented Generation). CAG uses a KV caching mechanism to preload the entire knowledge base as key-value pairs, enhancing response speed, accuracy, and … Read more
Hello! I am your old friend Amanda. Long time no see! On December 20, 2024, Anthropic published an article about how to build effective agents. Original link: https://www.anthropic.com/research/building-effective-agents The article mainly discusses the experiences and practical advice for building Large Language Model (LLM) Agents across different industries. It emphasizes that successful implementations typically adopt simple, … Read more
Selected from Lil’Log Translated by Machine Heart Editor: Rome Rome With the rise of models like ChatGPT and GPT-4, people are increasingly interested in how to create prompts to obtain the desired outputs. Researchers find that responses to specific prompts can be difficult to predict and vary depending on the model. This article, written by … Read more
Author: PicturesqueOriginal: https://zhuanlan.zhihu.com/p/13700531874 >>Join the Qingke AI Technology Exchange Group to discuss the latest AI technologies with young researchers/developers Technical Report: https//arxiv.org/abs/2412.15115 Github Code: https//github.com/QwenLM/Qwen2.5 0 Abstract Qwen2.5 is a comprehensive series of LLMs designed to meet various needs. Compared to previous versions, Qwen2.5 has significant improvements in both the pre-training (Pretrain) and post-training (SFT, … Read more
Introduction The moon of ancient times is unseen by people today, yet this month once shone upon the ancients. Hello everyone, I am the little girl selling hot dry noodles. I am very glad to share cutting-edge technologies and thoughts in the field of artificial intelligence with my friends. With the rapid development of Large … Read more
Cline and Roo Cline are AI programming plugins based on Visual Studio Code, capable of interacting with developers through natural language instructions to assist in coding, testing, debugging, and other tasks. Cline is developed by Cline Bot Inc., while Roo Cline is a fork and improved version of Cline 3.1 by RooVetGit. Both rely on … Read more
[Reference Link:] 1, https://mp.weixin.qq.com/s?__biz=MzAwNDEyNTg0MA==&mid=2649952903&idx=1&sn=c2345968688b792713836a19ba9a0a68&chksm=82c9cc1a91ce6fc113f909f77bed555a42eea8913fa2cb24e4cf1045b7a434a7155120a3bcda&mpshare=1&scene=2&srcid=0106KLCAc4ucqaMZHSFSpMmw&sharer_shareinfo=02088532e517bf4cb86ea447109b83b4&sharer_shareinfo_first=7f2b5d39c0d49ce7c5d6d19394eaf41b#rd It’s simpler than a button! Quickly build an Agent workflow with Cline + MCP: Practical case analysis Generated foreign media comments for military bloggers directly using Cline to create the MCP server 2, https://openrouter.ai/ OpenRouter itself seems to be a website aggregating LLMs and providing a unified interface, one of its … Read more
Recommendation This article introduces the book “Generative AI in Action“, published by O’Reilly in 2024, authored by Amit Bahree from Microsoft. The book mainly covers knowledge related to generative AI, including LLMs, prompt engineering, model fine-tuning, RAG, vector databases, etc. The author provides numerous code examples, guiding readers into the world of generative AI through … Read more
New Intelligence Report Editor: Lumina [New Intelligence Overview] Is there another choice that allows humanity to perfectly navigate history? Could the results of simulations of historical wars conducted by scholars from the University of Michigan and Rutgers University using LLMs be our reference answer? “Can we avoid war at the crossroads of history?” This question … Read more