Large Language Models

The Evolution of AI Agents: From RL-Driven to Large Model-Driven | AIR 2025

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The Evolution of AI Agents: From RL-Driven to Large Model-Driven | AIR 2025

MLNLP community is a well-known machine learning and natural language processing community both domestically and internationally, covering audiences including NLP graduate students, university professors, and corporate researchers.The vision of the community is to promote communication and progress between the academic and industrial sectors of natural language processing and machine learning, especially for beginners.Source | New … Read more

Why LoRA Has Become an Indispensable Core Technology for Fine-Tuning Large Models?

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Why LoRA Has Become an Indispensable Core Technology for Fine-Tuning Large Models?

In the field of artificial intelligence, large language models (LLMs) such as Claude, LLaMA, and DeepSeek are becoming increasingly powerful. However, adapting these models to specific tasks, such as legal Q&A, medical dialogues, or internal knowledge queries for a company, traditionally involves “fine-tuning” the model. This often entails significant computational overhead and high resource costs. … Read more

Tina: A Lightweight Inference Model Based on LoRA

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Tina: A Lightweight Inference Model Based on LoRA

How can we achieve strong inference capabilities in language models at a low cost? Driven by this fundamental question, we propose Tina — a family of lightweight inference models realized with high cost efficiency. Tina demonstrates that significant improvements in inference performance can be achieved even with minimal resources. This achievement is realized through the … Read more

Leading the Future Smart Revolution: A Comprehensive Analysis of AI Agent Technology Development

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Leading the Future Smart Revolution: A Comprehensive Analysis of AI Agent Technology Development

In the field of artificial intelligence, with the rise of large language models (LLMs), AI Agents are becoming the most notable technology hotspot of 2025. Unlike ordinary AI applications, AI Agents possess the ability to think independently, perceive their environment, and execute complex tasks, reshaping our understanding of artificial intelligence. This article will provide a … Read more

Implementation of Function Call Based on RK3588 Large Language Model

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Implementation of Function Call Based on RK3588 Large Language Model

The example of function call invocation is as follows: POST /v1/chat/completions HTTP/1.1 Host: api.openai.com Authorization: Bearer YOUR_API_KEY Content-Type: application/json { "model": "gpt-4", "messages": [{"role": "user", "content": "What is the weather like in Beijing today?"}], "tools": [ // Define the tool list { "type": "function", "function": { "name": "get_weather", "description": "Get weather information for a specified … Read more

RK3588-Based rkllm Compatible with OpenAI API

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RK3588-Based rkllm Compatible with OpenAI API

Usage: git clone https://github.com/huonwe/rkllm_openai_like_api.gitcd rkllm_openai_like_api Add the required dynamic libraries: sudo cp lib/*.so /usr/lib Installuv: curl -LsSf https://astral.sh/uv/install.sh | sh Installpythondependencies: uv sync Run: uv run server.py By default, the platform is set to rk3588, the model path is models/deepseek-r1-1.5b-w8a8.rkllm, and the listening port is 8080. You can manually specify parameters, such as uv run … Read more

Comprehensive Guide to Design Patterns for Generative AI Agents

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Comprehensive Guide to Design Patterns for Generative AI Agents

When building new things, we all follow some time-tested methods, approaches, and patterns.This statement is particularly true for software engineers, but it may not be the case for generative AI and AI itself.For emerging technologies like generative AI, we lack documented patterns as a foundation for solutions. Image source: Wang Knowledge Author: Zhang Changwang, Wang … Read more

Comprehensive Survey on the Development and Application of AI Agents in 2023: Concepts, Principles, Development, Applications, Challenges, and Prospects

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Comprehensive Survey on the Development and Application of AI Agents in 2023: Concepts, Principles, Development, Applications, Challenges, and Prospects

The field of Artificial Intelligence (AI) is rapidly evolving.Today’s AI agents are capable of perceiving, making decisions, and taking actions independently. With the rise of AI agents driven by large language models (LLMs), we are on the brink of a new era: AI agents may form their own societies and coexist harmoniously with humans. Newton … Read more

What is an AI Agent?

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What is an AI Agent?

ChatGPT has released GPTs, and DingTalk has launched AI assistants. In the AI era, AI agents are the mainstream form of implementing large models in business scenarios. So, what is an AI Agent? 01 — What is an AI Agent? An AI Agent, or Artificial Intelligence Agent, is an entity capable of perceiving its environment, … Read more

Why the Next Stop for Artificial Intelligence is AI Agents?

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Why the Next Stop for Artificial Intelligence is AI Agents?

Introduction: J.A.R.V.I.S from Iron Man In the movie Iron Man, J.A.R.V.I.S is an impressive AI assistant. As Tony’s capable aide, he is both reliable and intelligent, capable of connecting to any computer terminal, controlling Tony’s Iron Man suit, and discussing action plans with Tony. The success of J.A.R.V.I.S lies in his highly intelligent AI system, … Read more