agentic | BestHub

Architect

Mar 31, 2025 · Artificial Intelligence

A Comprehensive Study of Failure Modes in Large‑Language‑Model Based Multi‑Agent Systems

This paper presents a systematic investigation of failure patterns in LLM‑driven multi‑agent systems, introducing a 14‑type taxonomy (MASFT) derived from over 150 annotated dialogues, evaluating it with an LLM‑as‑a‑judge pipeline, and exploring modest intervention strategies while releasing all data and tools for future research.

AILLMagentic

0 likes · 29 min read

A Comprehensive Study of Failure Modes in Large‑Language‑Model Based Multi‑Agent Systems

Cognitive Technology Team

Mar 4, 2025 · Artificial Intelligence

Deep Searcher: An Open‑Source Agentic RAG Framework for Enterprise‑Level Search and Knowledge Retrieval

The article introduces Deep Searcher, an open‑source Agentic Retrieval‑Augmented Generation system that combines large language models, Milvus vector databases, and multi‑step reasoning to deliver enterprise‑grade search, reporting, and complex query capabilities, and compares its performance against traditional RAG and Graph RAG approaches.

LLMRAGagentic

0 likes · 18 min read