Decision Making

New Frontiers of AI in War Planning: How AI Agents Transform Military Decision-Making

by

Throughout history, the rapid changes in geopolitical and military environments have affected decision-makers’ ability to achieve strategic or operational objectives. In a dynamic environment, slow adaptation to changing conditions can lead to catastrophic consequences. Historically, there are numerous examples where armies have suffered losses of life, battles, and even wars due to their inability to … Read more

What Is an AI Agent and How Does It Work?

by
What Is an AI Agent and How Does It Work?

1. What Is an AI Agent? An AI Agent refers to a system or program that can automatically perform tasks for users or other systems by setting workflows and utilizing existing tools to accomplish these tasks. The functions of an AI Agent are not limited to natural language processing, but also include decision-making, problem-solving, interaction … Read more

LlamaIndex Surpasses RAG for Complex Decision Making

by
LlamaIndex Surpasses RAG for Complex Decision Making

The popular AI orchestration frameworkLlamaIndex has introduced the Agent Document Workflow (ADW), a new architecture that the company claims surpasses the Retrieval-Augmented Generation (RAG) process and enhances the efficiency of agents. As orchestration frameworks continue to improve, this approach provides organizations with options to enhance agent decision-making capabilities. LlamaIndex states that ADW can assist agents … Read more

Understanding the Difference Between Agentic AI and AI Agents

by
Understanding the Difference Between Agentic AI and AI Agents

With the continuous development of artificial intelligence technology, the distinction between Agentic AI and AI Agents has become a recurring topic. Companies are increasingly asking, “When should we utilize Agentic AI, and when is it better to choose AI Agents?” Although both forms of AI can yield transformative results, the key lies in understanding how … Read more

The Utility of Small Models: GPT-4 + AutoGPT for Online Decision Making

by
The Utility of Small Models: GPT-4 + AutoGPT for Online Decision Making

New Intelligence Report Editor:LRS [New Intelligence Guide] A new paradigm combining large language models and AutoGPT has arrived! This paper presents a comprehensive benchmark study of Auto-GPT agents in real-world decision-making tasks, exploring the application of large language models (LLMs) in decision-making tasks. Paper link:https://arxiv.org/pdf/2306.02224.pdf The authors compared the performance of several popular LLMs (including … Read more

Simplifying Complexity: Principles for Building Efficient and Reliable AI Agents

by
Simplifying Complexity: Principles for Building Efficient and Reliable AI Agents

Definition of AI Agent When it comes to agents, many people think it is a product of LLMs, but that is not the case. The modern definition of AI agents has gradually formed alongside the development of AI since the 1950s. Its roots can be traced back to earlier philosophical thoughts and scientific explorations. In … Read more

How to Use AI Prompts Correctly in Hot Cases

by
How to Use AI Prompts Correctly in Hot Cases

Imagine you are looking for a particularly specialized book in a huge library, and the librarian is the AI prompt. You tell it the general characteristics of the book you want, and it can quickly point you in the right direction. In hot cases, AI prompts act like a super-intelligent assistant. Based on your input … Read more

The Gradual Decline of Expert Systems

by
The Gradual Decline of Expert Systems

Many years ago, one of the expectations of artificial intelligence by Shen Nong was that machines would engage in stock trading. Therefore, I often refer to the artificial intelligence focused on in academia as “Buffett-style intelligence.” Compared to that, I call industrial intelligence “Wu Shuzhen-style intelligence.” Wu Shuzhen is the wife of former Taiwanese leader … Read more

Understanding the Role of Large Language Models in AI Agents

by
Understanding the Role of Large Language Models in AI Agents

With the rapid development of artificial intelligence technology, AI Agents based on Large Language Models (LLMs) have gradually become an important component of intelligent systems. These agents can not only simulate human intelligent behavior but also autonomously perceive, reason, and make decisions in complex environments. This article will detail the role and importance of LLMs … Read more

What Is Agentic AI?

by
What Is Agentic AI?

What Is Agentic AI Agentic AI is an artificial intelligence system that can make autonomous decisions and take actions to achieve specific goals. These systems can not only generate content but also interact with their surroundings, respond to changes, and complete tasks with minimal human guidance.The definition of Agentic AI emphasizes its autonomy and goal-oriented … Read more