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Machine Learning Algorithms & Natural Language Processing
Machine Learning Algorithms & Natural Language Processing
Apr 25, 2026 · Artificial Intelligence

From Classic Multi-Agent Paradigms to Future Large-Foundation-Model-Driven Systems

This review surveys classic multi-agent systems and the emerging large-foundation-model-driven MAS paradigm, comparing their architectures, perception, communication, decision-making and control, and discusses how integrating LFMs enables semantic reasoning, greater adaptability, and new research challenges.

Agentic AICollaborative AILarge Foundation Models
0 likes · 8 min read
From Classic Multi-Agent Paradigms to Future Large-Foundation-Model-Driven Systems
AI Frontier Lectures
AI Frontier Lectures
Mar 6, 2025 · Artificial Intelligence

Can General AI Agents Evolve from Data Gatherers to Professional Deliverables?

The article evaluates the Manus agent’s current strengths in information‑gathering tasks, contrasts collaborative versus fully‑delegated agent models, identifies structural and context limitations that hinder professional‑grade outputs, and speculates on how future agents might bridge this gap.

AIAgent DesignArtificial Intelligence
0 likes · 5 min read
Can General AI Agents Evolve from Data Gatherers to Professional Deliverables?
Model Perspective
Model Perspective
Oct 25, 2024 · Artificial Intelligence

From Tool to Partner: Mastering Advanced ChatGPT Applications

This article compares low‑level, superficial ChatGPT usage with high‑level, collaborative approaches, highlighting how mindset shifts from treating the model as a simple tool to leveraging it as an intelligent partner can dramatically boost efficiency, creativity, and strategic advantage.

AI productivityChatGPTCollaborative AI
0 likes · 7 min read
From Tool to Partner: Mastering Advanced ChatGPT Applications