Agentic Mesh: The Next Direction in Agent Systems Evolution

Agentic Mesh: The Next Direction in Agent Systems Evolution

Agentic Mesh: The Next Direction in Agent Systems Evolution * Core Concept Definitions1. Agentic: The ability to make independent decisions to achieve goals.2. Agentic AI: Using complex reasoning and iterative planning to autonomously solve multi-step complex problems.3. Autonomous Agents: Tasks completed using Agentic AI.4. Agentic Mesh: An interconnected ecosystem that allows autonomous agents to discover, … Read more

Agentic Security: A Fuzz Testing Tool for LLM Models

Agentic Security: A Fuzz Testing Tool for LLM Models

About Agentic Security Agentic Security is a fuzz testing and security detection tool designed for LLM models, which can help researchers perform comprehensive security analysis and testing on any LLM. Please note that Agentic Security is designed as a security scanning tool, not a foolproof solution. It cannot guarantee complete protection against all potential threats. … Read more

How Devin Achieves $500 A Month

How Devin Achieves $500 A Month

User Experience Recently, I had the opportunity to experience Devin, and I was quite impressed. Although I had previously used Cursor and Windsurf, which utilize the same model, theoretically capable of accomplishing similar tasks and intelligence, the experience with Devin feels different, giving a sense that AGI has already been achieved. The core difference between … Read more

Introduction to Large Language Model Agents

Introduction to Large Language Model Agents

Large Language Model Agents Large Language Models (LLMs) have brought revolutionary changes in various fields. Specifically, LLMs have been developed as agents capable of interacting with the world and handling various tasks. With the continuous advancement of LLM technology, LLM agents are expected to become the next breakthrough in artificial intelligence, fundamentally transforming our daily … Read more

Open Source AGI Agents: New Approaches to AGI Alignment

Open Source AGI Agents: New Approaches to AGI Alignment

New Intelligence Report Editor: Run [New Intelligence Guide] A netizen publicly shared an autonomous learning agent he created. According to his vision, such an agent will rapidly evolve into an omnipotent AGI with the support of LLM, and if humans control its growth process, specific alignment will not be necessary. A netizen created an open-source … Read more

DeepSeek Technology Interpretation: Understanding MLA

DeepSeek Technology Interpretation: Understanding MLA

This article focuses on explaining MLA (Multi-Head Latent Attention). Note: During my learning process, I usually encounter some knowledge blind spots or inaccuracies, and I recursively learn some extended contexts. This article also interprets the background of MLH’s proposal, the problems it aims to solve, and the final effects step by step along with some … Read more