Analysis of Rapid Iteration Causes, Development Challenges, and Strategies for AI Models

Analysis of Rapid Iteration Causes, Development Challenges, and Strategies for AI Models

On March 15, OpenAI released the next generation multimodal large model GPT-4. Compared to ChatGPT, which was launched four months ago, GPT-4 has made a qualitative leap in image recognition, integrated processing of image and text data, and logical reasoning. The rapid iteration and innovation of large AI models in the United States poses a … Read more

Testing OpenAI’s Operator: Can AI Agents Handle Real-World Tasks?

Testing OpenAI's Operator: Can AI Agents Handle Real-World Tasks?

OpenAI’s Operator has recently made a stunning debut. What does this so-called “fully automated” browser AI agent aim to do? It tackles those tedious, repetitive real-world tasks, such as web searches, data organization, and even interactions on online platforms. Doesn’t it sound like we can finally free our hands? But the ideal is beautiful, while … Read more

First Experience with OpenAI’s ‘Operator’ AI Agent: Can It Really Replace Humans?

First Experience with OpenAI's 'Operator' AI Agent: Can It Really Replace Humans?

🚀 OpenAI’s latest AI agent “Operator” tested: It can accomplish complex tasks, but it’s still far from “replacing humans”! “AI agents are about to change the world!” — This is a headline I see daily on LinkedIn. As an AI enthusiast, I’ve used almost all mainstream large language models (LLMs), and I even spend $200 … Read more

Understanding OpenAI’s AI Agent Operator in 3 Minutes

Understanding OpenAI's AI Agent Operator in 3 Minutes

When Lao Hu asked me what Operator is, I studied for several days before daring to publish this article. If you’re short on time, just look at the summary of viewpoints below… AI Is No Longer an Observer; It Has Become an Actor! 🤖 Friends, OpenAI’s AI Operator is here! Imagine a scenario where you’re … Read more

From Questioner to Architect: The Evolution of Prompt Engineers in the AI Era

From Questioner to Architect: The Evolution of Prompt Engineers in the AI Era

From Questioner to Architect: The Evolution of Prompt Engineers in the AI Era Introduction: The Paradigm Shift in AI Interaction “o1 is not a chat model (this is the key point)”, Ben Hylak and swyx & Alessio pointed out in an article published on January 12, 2025 (https://www.latent.space/p/o1-skill-issue[1]) that there is a profound transformation occurring … Read more

What You Need to Know About Prompt Engineering

What You Need to Know About Prompt Engineering

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

Testing OpenAI Operator: Browser Automation Beyond Previous SOTA

Testing OpenAI Operator: Browser Automation Beyond Previous SOTA

Still copying and pasting manually? Are you still being tortured by tedious online tasks? The latest release from OpenAI, Operator, will completely revolutionize your work style! Today, let’s witness the powerful capabilities of this AI entity and see how it easily handles various complex tasks, boosting your efficiency! Hello everyone, I am Kate, welcome to … Read more

New Approach to Neural Networks: OpenAI Solves Nonlinear Problems with Linear Networks

New Approach to Neural Networks: OpenAI Solves Nonlinear Problems with Linear Networks

Selected by OpenAI Author: JAKOB FOERSTER Translation by Machine Heart Using linear networks for nonlinear computation is an unconventional approach. Recently, OpenAI published a blog introducing their new research on deep linear networks, which do not use activation functions, yet achieve 99% training accuracy and 96.7% testing accuracy on MNIST. This new research has reignited … Read more

Exploring the Technical Principles of OpenAI O1

Exploring the Technical Principles of OpenAI O1

Introduction Three months ago, OpenAI launched its latest work – OpenAI O1, which quickly became a hot topic in the AI community. The biggest highlight of OpenAI O1 is its ability to reason like humans, meaning it can not only simply match known data patterns when dealing with complex problems, but also execute a process … Read more

Unveiling the Tech Stack Behind ChatGPT: How OpenAI Scaled Kubernetes to 7500 Nodes

Unveiling the Tech Stack Behind ChatGPT: How OpenAI Scaled Kubernetes to 7500 Nodes

Author | OpenAI Translator | Sambodhi Editor | Xu Qian In this article, OpenAI’s engineering team shares various challenges and solutions they encountered during the Kubernetes cluster scaling process, as well as the performance and effects they achieved. We have scaled our Kubernetes cluster to 7500 nodes, creating a scalable infrastructure for large models like … Read more