Tagged articles

ReAct Agent

3 articles · Page 1 of 1

Aug 30, 2026 · Artificial Intelligence

Cut Alert Troubleshooting Time by 80% with LLM Agents: A Full Technical Walkthrough

The article details how an LLM‑driven Troubleshooter system automates data collection, root‑cause analysis, and recommendation generation for alerts, slashing median investigation time from about 20 minutes to 4.4 minutes across 11 services and over ten alert types, and presents architecture, tool design, observability, a real‑world case, performance metrics, and future roadmap.

Alert TroubleshootingLLMObservability

0 likes · 17 min read

Cut Alert Troubleshooting Time by 80% with LLM Agents: A Full Technical Walkthrough

Network Intelligence Research Center (NIRC)

Jun 18, 2025 · Artificial Intelligence

Orchestrating AI Tools with LangGraph and MCP Server

This tutorial shows how to install LangGraph and MCP Server, define math and weather tool nodes, connect them via a MultiServerMCPClient, and build a ReAct agent that demonstrates tool‑calling workflows, including handling missing functions and HTTP‑based services.

AI tool orchestrationLangChainLangGraph

0 likes · 5 min read

Orchestrating AI Tools with LangGraph and MCP Server

AI Large Model Application Practice

Feb 17, 2025 · Artificial Intelligence

Mastering Structured Output for DeepSeek‑R1 with LangChain, LangGraph, and ReAct Agents

DeepSeek‑R1 excels at deep reasoning but lacks native structured output; this guide explains why structured output matters, outlines common API‑level techniques, and provides three practical solutions—using an auxiliary model with a LangChain chain, a LangGraph workflow, and a ReAct agent—complete with code snippets and JSON‑mode tips.

DeepSeekLLMLangChain

0 likes · 12 min read

Mastering Structured Output for DeepSeek‑R1 with LangChain, LangGraph, and ReAct Agents