Why LangGraph is the Top Choice for Complex AI Applications? As AI application development evolves from “single-turn Q&A” to “complex interactions”, the core pain point for developers is no longer simple model calling—but how to build long-lasting AI systems with state memory, controllable workflows, and fault recovery capabilities. Whether it’s multi-agent collaboration, long-cycle task processing,…

If you’re a Claude Code user frustrated by the high API call costs of the official model, or want to try cost-effective code models like Kimi K2 and Qwen3-Coder without ditching your familiar Claude Code workflow—this article is exactly what you need. We’ll walk you through using Claude Code Router to connect Claude Code with…

In enterprise operations, contract review is a core risk control process—but traditional manual review has long been plagued by three critical pain points: inefficiency (a complex contract can take hours or even days to review), risk omission (reliance on reviewer experience leads to missed hidden compliance issues), and lack of personalization (failure to adapt to…

This article will start with the working principles of MCP, take the STDIO transmission mode as an example, and provide a comprehensive walkthrough of building a local MCP service, testing it, and integrating it with an LLM (using Cursor as an example), helping developers quickly master the practical application of the MCP protocol. We’ve already…

In the fast-paced world of AI development, building applications based on Large Language Models (LLMs) has become an industry focus. However, before the advent of MCP (Model Context Protocol), developers faced a host of tricky challenges when building LLM applications. These issues not only slowed down development efficiency but also limited the practical implementation of…

SOC-CERT is an AI-powered open-source threat intelligence system that monitors CVEs from CISA, NIST, CERT-FR & OTX, delivering real-time alerts at zero cost. This is a submission for the AI Agents Challenge powered by n8n and Bright Data 🛡️ What I Built ⚡ TL;DR: 📖 Description: 🚀 Unique Innovation: soc-cert-workflow-architecture.png🏗️ Architecture Overview: ⚡ Complete threat intelligence automation pipeline processing 100+…

Extracting structured data from unstructured documents (like PDFs and images) can get tricky fast. With the rise of foundation models and purpose-built APIs, it’s now possible to turn even a messy invoice into clean JSON with just a few lines of code. So I will compare three different ways to parse documents: using OpenAI’s GPT‑4o,…

Model Context Protocol (MCP) is gaining traction, but critical security gaps remain. This guide explores common MCP vulnerabilities in the 2025-06-18 release — from misconfigurations and credential leaks to command injection and remote code execution — helping developers secure their MCP deployments. MCP adoption is picking up quickly, so I have been digging into the…