DataFunTalk
DataFunTalk
Dec 23, 2025 · Artificial Intelligence

Unlocking AI Search: Agentic RAG, LLM‑Powered Recommendations, and Generative Ranking Explained

This article summarizes three cutting‑edge AI search and recommendation techniques—Alibaba Cloud's Agentic RAG architecture, Huawei's LLM‑enhanced recommendation system evolution, and Baidu's generative ranking model GRAB—detailing their challenges, design choices, performance gains, and practical deployment insights.

AIGenerative RankingMulti‑Agent
0 likes · 7 min read
Unlocking AI Search: Agentic RAG, LLM‑Powered Recommendations, and Generative Ranking Explained
DataFunSummit
DataFunSummit
Jul 17, 2024 · Artificial Intelligence

Overview of LLM‑Based Agents: Architecture, Key Challenges, and Future Directions

This article reviews the emerging field of large‑language‑model (LLM) based AI agents, outlining their overall architecture, core modules such as profiling, memory, planning and action, discussing current challenges, presenting concrete use‑cases, and highlighting promising research directions.

AI AgentAgent architectureLLM
0 likes · 11 min read
Overview of LLM‑Based Agents: Architecture, Key Challenges, and Future Directions