Agent Architecture

New Paper: Domain-Specific Corpus and Pre-trained Models for NLP in Architecture

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New Paper: Domain-Specific Corpus and Pre-trained Models for NLP in Architecture

DOI: https://doi.org/10.1016/j.compind.2022.103733 50 Days Free Access Link: https://authors.elsevier.com/a/1fHOibquFR5MK 00 TL;DR There is significant attention on the application of AI in the architecture field. The construction industry contains a large amount of textual information (e.g., engineering specifications, contracts, and construction documents), which has rich domain concepts and semantic features, containing complex domain knowledge. For example, every … Read more

Overview of 7 Major Innovations in Convolutional Neural Networks (CNN)

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Overview of 7 Major Innovations in Convolutional Neural Networks (CNN)

Editor’s Note This review categorizes recent innovations in CNN architectures into seven different categories based on spatial utilization, depth, multi-path, width, feature map utilization, channel enhancement, and attention. Deep Convolutional Neural Networks (CNN) are a special type of neural network that have demonstrated state-of-the-art results on various competitive benchmarks. The high performance achieved by deep … Read more

Changes in Transformer Architecture Since 2017

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Changes in Transformer Architecture Since 2017

Reading articles about LLMs, you often see phrases like “we use the standard Transformer architecture.” But what does “standard” mean, and has it changed since the original paper? Interestingly, despite the rapid growth in the NLP field over the past five years, the Vanilla Transformer still adheres to the Lindy Effect, which suggests that the … Read more

AIGC Technology: Powerful Spells for Ancient Architecture Series

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AIGC Technology: Powerful Spells for Ancient Architecture Series

1. Universal Magic Spells Description of Magic Commands: Theme + Detailed Description + Style Type + Command Parameters Spell Analysis Theme—— What type of scene to create, including time, characters, location, and activities in the scene Detailed Description—— Composition ratio, texture, light source, color tone, the type of scene, character dynamics and expressions (if the … Read more

Development of CNN Network Structures

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Development of CNN Network Structures

Source: Deep Learning Enthusiasts This article is about 3000 words long and is recommended to be read in 10 minutes. This article introduces the basic components of CNN and classic network structures. The full name of CNN is “Convolutional Neural Network”. A neural network is a mathematical model or computational model that mimics the structure … Read more

DeepSeek Launches Janus-Pro: A Breakthrough in Multimodal AI

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DeepSeek Launches Janus-Pro: A Breakthrough in Multimodal AI

While Wall Street’s tech stocks experienced a dramatic plunge on January 28, a new star in China’s AI sector was illuminating the entire industry with its disruptive brilliance—the DeepSeek team’s officially open-sourced Janus-Pro series model not only redefined the performance boundaries of multimodal large models but also showcased China’s hardcore strength in AI to the … Read more

Latest Breakthrough! 7 Enterprise Architectures of Agentic RAG

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Latest Breakthrough! 7 Enterprise Architectures of Agentic RAG

Hello, I am the Fisherman. Today, I am sharing a 35-page overview of the latest Agentic RAG. The core problem this paper aims to address is the outdated, inaccurate outputs, and hallucinations that arise when today’s large language models (LLMs) rely on static training data to handle dynamic, real-time queries. It starts from the fundamental … Read more

How to Generate Architectural Designs Using Stable Diffusion

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How to Generate Architectural Designs Using Stable Diffusion

If we talk about which AI software is the best for architectural design, it must be Stable Diffusion! Previously, we also introduced the basic usage of Midjourney in architectural workflows (click the blue text beside to jump if interested), but although the images generated by MJ are beautiful, the control is too poor, and the … Read more

Yan Model: The First Non-Attention Large Model in China

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Yan Model: The First Non-Attention Large Model in China

On January 24, at the “New Architecture, New Model Power” large model launch conference held by Shanghai Yanxin Intelligent AI Technology Co., Ltd., Yanxin officially released the first general-purpose natural language large model in China that does not use the Attention mechanism—Yan model. As one of the few non-Transformer large models in the industry, the … Read more

Windsurf Editor: The Future Programming Assistant for Architecture

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Windsurf Editor: The Future Programming Assistant for Architecture

Windsurf Editor: The Future Programming Assistant for Architecture Introduction In the architecture industry, designers and engineers rely on various software tools, such as CAD (Computer-Aided Design) and document processing software (like Word), to realize their ideas and designs. With the advancement of technology, enhancing efficiency and collaboration in design work has become a major challenge … Read more