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Rare Earth Juejin Tech Community
Rare Earth Juejin Tech Community
Jun 13, 2025 · Backend Development

Turn a Spring Boot CRUD App into an AI‑Powered Service with Model Context Protocol

This guide shows how to integrate Spring Boot with the Model Context Protocol (MCP) to let large language models interact with existing services via natural language, covering entity definitions, Maven dependencies, configuration, tool annotations, and testing to create an AI‑enabled book management API.

AI integrationBackendJava
0 likes · 18 min read
Turn a Spring Boot CRUD App into an AI‑Powered Service with Model Context Protocol
IT Services Circle
IT Services Circle
Jun 12, 2025 · Mobile Development

What’s New in iOS 26? Apple’s Biggest UI Overhaul and AI Features Unveiled at WWDC 2025

Apple’s WWDC 2025 revealed iOS 26 (formerly iOS 19) with a sweeping “Liquid Glass” UI redesign, AI‑powered photo tools, a dynamic lock‑screen clock, revamped camera and gallery, plus a new Foundation Models Framework for on‑device AI, while iPadOS gains multi‑window and file‑management features.

AI integrationApple WWDC 2025Foundation Models
0 likes · 7 min read
What’s New in iOS 26? Apple’s Biggest UI Overhaul and AI Features Unveiled at WWDC 2025
Full-Stack Internet Architecture
Full-Stack Internet Architecture
Jun 6, 2025 · Artificial Intelligence

How to Build a Spring AI Hello World with Ollama and DeepSeek Locally

This step‑by‑step tutorial shows how to install Ollama, pull the DeepSeek‑R1 model, create a Spring Boot project with the Spring AI Ollama starter, code a ChatController, and test a local AI "Hello World" integration, illustrating AI‑enhanced backend development.

AI integrationDeepSeekJava
0 likes · 7 min read
How to Build a Spring AI Hello World with Ollama and DeepSeek Locally
Full-Stack Internet Architecture
Full-Stack Internet Architecture
Jun 3, 2025 · Artificial Intelligence

Spring AI 1.0 General Availability: Overview and Dependency Setup

The article announces the official release of Spring AI 1.0, explains the meaning of GA, provides the Maven dependency configuration, describes how Spring AI simplifies AI integration for Java applications, and outlines its key features and supported model types.

AI integrationArtificial IntelligenceDeepSeek
0 likes · 3 min read
Spring AI 1.0 General Availability: Overview and Dependency Setup
Architect
Architect
May 29, 2025 · Artificial Intelligence

Understanding Model Context Protocol (MCP): Architecture, Development Pitfalls, and AI Reflections

This article introduces the Model Context Protocol (MCP) as an open AI‑model integration standard, explains its client‑server architecture and components, shares practical Node/Python development pitfalls and debugging tips, discusses hallucination and error‑retry strategies, lists useful tools, and reflects on the broader implications of AI‑driven conversational services.

AI ServicesAI integrationMCP
0 likes · 14 min read
Understanding Model Context Protocol (MCP): Architecture, Development Pitfalls, and AI Reflections
Tencent Technical Engineering
Tencent Technical Engineering
May 26, 2025 · Artificial Intelligence

Understanding Model Context Protocol (MCP): Architecture, Execution Flow, and Ecosystem

This article explains the Model Context Protocol (MCP) for AI development, detailing its definition, core components, communication methods, execution process, relationship with agents and function calling, ecosystem growth, and future implications and challenges.

AI agentsAI integrationFunction Calling
0 likes · 13 min read
Understanding Model Context Protocol (MCP): Architecture, Execution Flow, and Ecosystem
DataFunTalk
DataFunTalk
May 24, 2025 · Artificial Intelligence

Why Apple and WeChat’s AI Rollouts Are Slower Than Expected

The article analyses how privacy concerns, data‑security priorities and an application‑first strategy cause both Apple’s Apple Intelligence and WeChat’s AI features to lag behind hype, examining product decisions, technical constraints, and the potential future of AI agents within these ecosystems.

AI integrationAppleLarge Language Models
0 likes · 13 min read
Why Apple and WeChat’s AI Rollouts Are Slower Than Expected
Tencent Cloud Developer
Tencent Cloud Developer
May 20, 2025 · Artificial Intelligence

Understanding Model Context Protocol (MCP): Architecture, Development Pitfalls, and AI Reflections

This article introduces the Model Context Protocol (MCP), explains its client‑server architecture, shares practical development experiences and debugging tips for Node.js and Python implementations, discusses common pitfalls such as environment setup, hallucinations, and error handling, and reflects on the broader implications of AI‑driven services.

AI integrationMCPModel Context Protocol
0 likes · 13 min read
Understanding Model Context Protocol (MCP): Architecture, Development Pitfalls, and AI Reflections
Tencent Cloud Developer
Tencent Cloud Developer
May 13, 2025 · Artificial Intelligence

Function Calling and Model Context Protocol (MCP): Bridging Large Language Models with Real‑World Systems

The article reviews the shortcomings of traditional large language models, explains how function calling extends LLMs beyond pure text, introduces the Model Context Protocol (MCP) as a standardized USB‑C‑like interface for AI tools, and demonstrates a Python MCP example that integrates LLMs with Tencent Advertising APIs.

AI integrationAPIFunction Calling
0 likes · 16 min read
Function Calling and Model Context Protocol (MCP): Bridging Large Language Models with Real‑World Systems
iKang Technology Team
iKang Technology Team
May 12, 2025 · Artificial Intelligence

Introducing Spring AI: Building a Simple Chat Application with DeepSeek

This article introduces Spring AI, explains its core features for integrating various AI models, and walks through creating a Spring Boot chat application that connects to the DeepSeek model using both synchronous and streaming endpoints.

AI integrationChatbotDeepSeek
0 likes · 7 min read
Introducing Spring AI: Building a Simple Chat Application with DeepSeek
Sohu Tech Products
Sohu Tech Products
May 7, 2025 · Mobile Development

Android 16 AppFunctions API: A New Mechanism for App Function Exposure and System Integration

Android 16 adds the AppFunctions API, letting apps expose specific functions through an AppFunctionService that the system indexes via AppSearch and invokes with AppFunctionManager, so AI assistants and system search can discover and execute actions like ordering pizza or booking flights while respecting required permissions and threading constraints.

AI integrationAndroid 16Android API
0 likes · 8 min read
Android 16 AppFunctions API: A New Mechanism for App Function Exposure and System Integration
DeWu Technology
DeWu Technology
May 7, 2025 · Backend Development

Building and Using a Model Context Protocol (MCP) Server with Spring AI

The article explains Anthropic’s Model Context Protocol, outlines its architecture, and provides a step‑by‑step guide to creating a Spring AI‑based MCP server in Java—including adding the starter, defining @Tool‑annotated services, packaging the jar, configuring the Cline plugin, and demonstrating advanced tools such as Elasticsearch queries.

AI integrationJavaMCP
0 likes · 10 min read
Building and Using a Model Context Protocol (MCP) Server with Spring AI
Architecture & Thinking
Architecture & Thinking
Apr 30, 2025 · Artificial Intelligence

Unlocking AI Integration: How the Model Context Protocol (MCP) Bridges LLMs with External Tools

This article introduces the Model Context Protocol (MCP) released by Anthropic, explains its core features and client‑server architecture, walks through building a Go‑based MCP server and client with time, weather, and schedule tools, demonstrates testing with MCP Inspector, and highlights MCP's advantages and typical AI application scenarios.

AI integrationGoLLM
0 likes · 22 min read
Unlocking AI Integration: How the Model Context Protocol (MCP) Bridges LLMs with External Tools
DevOps
DevOps
Apr 29, 2025 · Artificial Intelligence

Model Context Protocol (MCP): End‑to‑End Tutorial with a Hands‑On News Retrieval Project

This tutorial explains the Model Context Protocol (MCP) for integrating large language models with external data sources, details its architecture, connection lifecycle, and core JSON‑RPC features, and provides a step‑by‑step Python implementation that fetches real‑time tech news and integrates with Claude Desktop.

AI integrationJSON-RPCMCP
0 likes · 9 min read
Model Context Protocol (MCP): End‑to‑End Tutorial with a Hands‑On News Retrieval Project
Efficient Ops
Efficient Ops
Apr 29, 2025 · Operations

How BizDevOps Standards Are Shaping China’s Cloud and AI Operations Landscape

This article outlines the evolution of BizDevOps standards in China, detailing recent policy mandates, the expansion of the DevOps maturity model to organization‑level practice, the AI‑driven SOMM operation assurance framework, and the integration of large‑model AI into R&D and operational workflows, highlighting their impact on enterprise efficiency and governance.

AI integrationBizDevOpsDevOps Standards
0 likes · 15 min read
How BizDevOps Standards Are Shaping China’s Cloud and AI Operations Landscape
Java Architecture Diary
Java Architecture Diary
Apr 27, 2025 · Cloud Native

What’s New in Nacos 3.0? Key Features, AI Integration, and Cloud‑Native Enhancements

Nacos 3.0 introduces major upgrades—including JDK 17 and Spring Boot 3.4.1 support, a new Admin API, default authentication, AI‑focused MCP, unified namespaces, beta distributed lock and fuzzy listening features, plus native xDS protocol support—positioning it as a powerful cloud‑native service discovery and configuration platform.

AI integrationCloud NativeNacos
0 likes · 6 min read
What’s New in Nacos 3.0? Key Features, AI Integration, and Cloud‑Native Enhancements
Architect
Architect
Apr 26, 2025 · Artificial Intelligence

Understanding and Implementing the Model Context Protocol (MCP) for AI Tool Integration

This article provides a comprehensive overview of the Model Context Protocol (MCP), explaining its origins, architecture, and how it standardises AI tool calling by enabling developers to build MCP servers and clients with TypeScript and Python, register resources, tools and prompts, and orchestrate model‑driven tool execution via JSON‑RPC.

AI integrationClient DevelopmentJSON-RPC
0 likes · 16 min read
Understanding and Implementing the Model Context Protocol (MCP) for AI Tool Integration
Java Architecture Diary
Java Architecture Diary
Apr 25, 2025 · Artificial Intelligence

How MCP Proxy Simplifies Secure Multi‑Model AI Integration

This article explains the MCP (Model Context Protocol) and its proxy solution, detailing how it aggregates multiple AI model servers, addresses compatibility and security challenges, and provides flexible configuration, deployment, and integration options for developers building complex AI applications.

AI integrationConfigurationDeployment
0 likes · 10 min read
How MCP Proxy Simplifies Secure Multi‑Model AI Integration
JD Tech
JD Tech
Apr 17, 2025 · Operations

Chaos Engineering: Principles, Core Steps, Tool Selection, and AI Integration

This article explains chaos engineering—its definition, core principles, experimental workflow, tool selection, AI‑driven enhancements, and practical case studies—providing a comprehensive guide for building resilient distributed systems across backend, cloud‑native, mobile, and AI‑enabled environments.

AI integrationChaos EngineeringDistributed Systems
0 likes · 26 min read
Chaos Engineering: Principles, Core Steps, Tool Selection, and AI Integration
Tencent Technical Engineering
Tencent Technical Engineering
Apr 9, 2025 · Artificial Intelligence

Discussion on Model Context Protocol (MCP) and Its Potential Applications

The discussion introduces the Model Context Protocol (MCP) as an open‑source framework that repositions AI from a peripheral add‑on to the central “brain” of software, allowing AI‑first integration with business APIs, reducing rewrites, unifying user interfaces, and promising a rapid open‑source surge that could reshape development, production, and decentralized ecosystems.

AI integrationMCPModel Context Protocol
0 likes · 7 min read
Discussion on Model Context Protocol (MCP) and Its Potential Applications