The Need for New Evolution in Enterprise Security in the Age of AGI

The Need for New Evolution in Enterprise Security in the Age of AGI

The internal factors determine the external factors, but “evolution” is about refining the external processes into one’s own immune system. 01 “Evolution” Is Inevitable Not developing is the greatest insecurity. Bill Gates once said, “If you missed the internet today, you didn’t just miss an opportunity, you missed an entire era.” The first industrial revolution … Read more

Understanding the Three Key Impacts of AGI

Understanding the Three Key Impacts of AGI

Image Source: Visual China Everyone is currently discussing the convenience and threats brought by artificial intelligence to humanity. Many of Nietzsche’s works, although incomprehensible during his lifetime, accurately predicted a 20th century filled with what he called “nihilism”. Especially his famous declaration, “God is dead,” which resonated profoundly. The so-called “superman” replaces God. Now, as … Read more

The Intelligence Curse in the Age of AGI

The Intelligence Curse in the Age of AGI

Economic research indicates that countries that rely on selling natural resources like oil for income rather than citizen taxes are affected by the resource curse, resulting in the elite seizing vast wealth while ceasing investment in the general populace. Will humanity face a similar “intelligence curse” after the advent of AGI? In a previous article … Read more

AGI Collision Series E02S01: The Limits of Language

AGI Collision Series E02S01: The Limits of Language

Click Follow us by clicking the blue text above Cover image: Chomsky actually holds a critical view of Wittgenstein’s statement. As the father of linguistics, he has always sought to explore the mystery of language structure “ 𝕀²·ℙarad𝕚g𝕞 Intelligent Square Paradigm Study: Writing Deconstructed Intelligence。 After all, deep learning LLMs are not the entirety of … Read more

Demystifying Large Language Models: Time to Implement Intelligent Cognitive Paradigms in Industry

Demystifying Large Language Models: Time to Implement Intelligent Cognitive Paradigms in Industry

Click Follow us for updates in blue above Cover image: A recent cognitive class on intelligence by the author, demystifying large language models from a comparative perspective “ 𝕀²·ℙarad𝕚g𝕞 Intelligent Square Paradigm Research: Writing to Deconstruct Intelligence。 After all, deep learning LLMs are not the entirety of AI, and the path to AGI is not … Read more

OpenAI’s Five Levels of AGI Definition: From Chatbots to Ultimate Organizers

OpenAI's Five Levels of AGI Definition: From Chatbots to Ultimate Organizers

Click the blue text to follow us To prevent getting lost, please make sure to ‘star’ us after following! 🌟 Hello everyone, I am Shelly, an AI application coach focused on AI tools and cutting-edge technology content, having experienced over 300 AI application tools. I have been observing the impact of technology and large models … Read more

Recent Advances in Document Image Rectification: Introducing Transformer Framework and Polar Representation

Recent Advances in Document Image Rectification: Introducing Transformer Framework and Polar Representation

2025 1/22 TextIn.com TextIn —— Focused on Intelligent Text Recognition for 18 Years —— In the article “Overview of Document Digital Capture and Intelligent Processing: Image Distortion Correction Technology”, we introduced the development and representative schemes of document image correction technology. As the demand for intelligent document processing gradually upgrades, document image de-distortion technology is … Read more

Optimizing Process Parameters and Design with Transformer-GRU and NSGA-II

Optimizing Process Parameters and Design with Transformer-GRU and NSGA-II

Reading time required 6 minutes Speed reading only takes 2 minutes Please respect the original labor resultsReprint must indicate the link to this articleand the author: Machine Learning Heart Click to read the original text or copy the following link to the browser to obtain the complete source code and data of the article: https://mbd.pub/o/bread/mbd-Z56Ul5hy … Read more

Reinventing RNNs for the Transformer Era: RWKV Model

Reinventing RNNs for the Transformer Era: RWKV Model

Machine Heart Report Machine Heart Editorial Department Transformer models have revolutionized almost all natural language processing (NLP) tasks, but their memory and computational complexity grows quadratically with sequence length. In contrast, Recurrent Neural Networks (RNNs) grow linearly in memory and computational requirements, but due to limitations in parallelization and scalability, it is difficult to achieve … Read more

Innovative Application of Nested Transformer Model in Protein-Nucleic Acid Binding Site Prediction

Innovative Application of Nested Transformer Model in Protein-Nucleic Acid Binding Site Prediction

———————————— Exclusive arrangement, unauthorized use will be pursued In life science research, the interaction between proteins and nucleic acids plays a crucial role. Accurately predicting nucleic acid binding sites on protein surfaces is significant for understanding life regulatory mechanisms and developing new drugs. Recently, a research team from the University of Hong Kong and ShanghaiTech … Read more