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DeWu Technology
DeWu Technology
Jun 25, 2025 · Artificial Intelligence

Engineering Large Language Models with Spring AI: From Basics to RAG and Function Calls

This article walks through the fundamentals of large language models, their stateless and structured-output nature, explains how Spring‑AI provides a Java‑friendly API for model integration, covers RAG architecture, the MCP protocol, and demonstrates end‑to‑end code examples for building intelligent agents.

AI integrationFunction CallingJava
0 likes · 15 min read
Engineering Large Language Models with Spring AI: From Basics to RAG and Function Calls
Continuous Delivery 2.0
Continuous Delivery 2.0
Jun 25, 2025 · Artificial Intelligence

How Model Context Protocol Turns LLMs into Plug‑and‑Play AI Assistants

The Model Context Protocol (MCP) is an open, standardized adapter that lets large language models seamlessly connect to tools, data sources, and workflows, offering plug‑and‑play intelligence, cross‑platform compatibility, security, and modular extensibility for building real‑world AI applications.

AI integrationLLMMCP
0 likes · 11 min read
How Model Context Protocol Turns LLMs into Plug‑and‑Play AI Assistants
Instant Consumer Technology Team
Instant Consumer Technology Team
Jun 20, 2025 · Artificial Intelligence

How to Engineer an MCP Tool for Cursor AI: A Step‑by‑Step Guide

This article explains what the Model Context Protocol (MCP) is, outlines common pain points when using Cursor AI with MCP, analyzes the issues, and provides a detailed engineering solution—including SDK installation, configuration, tool definition, code structure, build steps, and deployment—culminating in a practical example and future outlook.

AI integrationMCPSDK
0 likes · 8 min read
How to Engineer an MCP Tool for Cursor AI: A Step‑by‑Step Guide
Alibaba Cloud Developer
Alibaba Cloud Developer
Jun 19, 2025 · Artificial Intelligence

What Is Model Context Protocol (MCP) and How It Empowers LLMs?

The article introduces Model Context Protocol (MCP), explains its architecture of Host, Client, and Server, describes its components—Resources, Tools, Prompts—and demonstrates practical integration with IDE plugins to extend LLM capabilities such as real‑time ticket queries, highlighting its significance for AI development.

AI integrationAI toolingFunction Calling
0 likes · 11 min read
What Is Model Context Protocol (MCP) and How It Empowers LLMs?
ITFLY8 Architecture Home
ITFLY8 Architecture Home
Jun 17, 2025 · Artificial Intelligence

How Model Context Protocol (MCP) Bridges AI Models and External Tools

The Model Context Protocol (MCP) is a standardized interface that enables seamless, secure communication between AI models and external tools or data sources, detailing its core components, architecture, server lifecycle, ecosystem, use cases, and associated security and privacy considerations.

AI integrationEcosystemMCP
0 likes · 7 min read
How Model Context Protocol (MCP) Bridges AI Models and External Tools
DevOpsClub
DevOpsClub
Jun 17, 2025 · R&D Management

Boosting R&D Efficiency: ByteDance’s Platform, Practices, and AI‑Driven Future

This article outlines ByteDance’s four‑part framework for improving R&D efficiency—covering concepts, real‑world practices, future outlook, and underlying principles—while detailing the three‑layer model, the “golden triangle” of online, standardization, and digitization, and the roadmap toward platform engineering and AI‑augmented development.

AI integrationR&D efficiencyplatform engineering
0 likes · 33 min read
Boosting R&D Efficiency: ByteDance’s Platform, Practices, and AI‑Driven Future
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 2025Liquid Glass
0 likes · 7 min read
What’s New in iOS 26? Apple’s Biggest UI Overhaul and AI Features Unveiled at WWDC 2025
21CTO
21CTO
Jun 5, 2025 · Artificial Intelligence

What Is the Model Context Protocol (MCP) and Why It Matters for AI Integration

This article explains the Model Context Protocol (MCP), an open standard that lets AI models, tools, and agents share context and communicate through a central server, detailing its definition, key components, workflow, benefits for developers, and real‑world examples.

AI integrationInteroperabilityMCP
0 likes · 10 min read
What Is the Model Context Protocol (MCP) and Why It Matters for AI Integration
Alibaba Cloud Developer
Alibaba Cloud Developer
Jun 4, 2025 · Artificial Intelligence

Bridge Java and Python AI: Integrate MCP with Spring AI for Seamless Tool Calls

This article walks through how Java developers can connect to Python‑based AI services using the Model Context Protocol (MCP), compares STDIO and SSE transports, explains why Spring AI’s MCP support is limited, and shows a complete implementation with the raw MCP Java SDK and OpenAI client to invoke tools like Blender from Java code.

AI integrationBackendJava
0 likes · 50 min read
Bridge Java and Python AI: Integrate MCP with Spring AI for Seamless Tool Calls
Instant Consumer Technology Team
Instant Consumer Technology Team
Jun 3, 2025 · Artificial Intelligence

What Is Model Context Protocol (MCP) and How Does It Transform AI Integration?

The Model Context Protocol (MCP) is an open, client‑server protocol introduced by Anthropic that standardizes how applications provide context to large language models, offering a USB‑C‑like interface for tools, data sources, and services to enable reliable, extensible, and secure AI interactions.

AI integrationClient-Server ArchitectureMCP
0 likes · 28 min read
What Is Model Context Protocol (MCP) and How Does It Transform AI Integration?
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 integrationAI servicesDebugging
0 likes · 14 min read
Understanding Model Context Protocol (MCP): Architecture, Development Pitfalls, and AI Reflections
Huolala Tech
Huolala Tech
May 28, 2025 · Artificial Intelligence

How MCP (Model Context Protocol) Empowers AI Integration in Real-World Scenarios

Model Context Protocol (MCP) is an open standard that creates secure bidirectional links between data sources and AI tools, offering ecosystem plugins, cross‑model compatibility, and data‑privacy benefits; the article compares MCP with function calls and agents, outlines its architecture, and demonstrates practical implementations at Huolala.

AI integrationMCPPython
0 likes · 16 min read
How MCP (Model Context Protocol) Empowers AI Integration in Real-World Scenarios
Alibaba Cloud Developer
Alibaba Cloud Developer
May 27, 2025 · Artificial Intelligence

How to Build AI-Powered Java Apps with Spring AI and DeepSeek

This guide walks Java developers through integrating Spring AI with large‑model services such as DeepSeek, covering setup, API key configuration, code examples for synchronous and streaming calls, reactive implementation, monitoring with Actuator, and compatibility with OpenAI‑style APIs.

AI integrationDeepSeekJava
0 likes · 9 min read
How to Build AI-Powered Java Apps with Spring AI and DeepSeek
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 integrationAppleWeChat
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 integrationDebuggingMCP
0 likes · 13 min read
Understanding Model Context Protocol (MCP): Architecture, Development Pitfalls, and AI Reflections
Instant Consumer Technology Team
Instant Consumer Technology Team
May 16, 2025 · Artificial Intelligence

Unlock AI Potential: Top Model Context Protocol (MCP) Servers You Should Know

This guide explains the Model Context Protocol (MCP) that lets AI models securely access files, databases, APIs, and other resources, and presents a curated list of standout MCP servers across categories such as aggregators, web automation, cloud platforms, finance, security, and more, helping developers enhance AI workflows.

AI integrationMCPModel Context Protocol
0 likes · 23 min read
Unlock AI Potential: Top Model Context Protocol (MCP) Servers You Should Know
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
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
Architect
Architect
May 1, 2025 · Cloud Native

What’s New in Nacos 3.0? A Deep Dive into Its Cloud‑Native Enhancements

This article summarizes the key changes from the Nacos 3.0 beta to the official release, covering JDK and Spring Boot upgrades, new Admin APIs, default authentication, AI Model Content Protocol, unified namespaces, beta distributed lock, fuzzy listening, and native xDS support for cloud‑native microservice architectures.

AI integrationCloud NativeConfiguration Management
0 likes · 7 min read
What’s New in Nacos 3.0? A Deep Dive into Its Cloud‑Native Enhancements
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 integrationJSON-RPCMCP
0 likes · 16 min read
Understanding and Implementing the Model Context Protocol (MCP) for AI Tool Integration
Alibaba Cloud Native
Alibaba Cloud Native
Apr 24, 2025 · Artificial Intelligence

How MCP Bridges AI Data Silos with STDIO and SSE: Deep Technical Walkthrough

This article explores the Model Context Protocol (MCP) as a universal USB‑C‑like interface for AI, detailing its client‑server architecture, the STDIO and SSE transport mechanisms, a stdio‑to‑SSE proxy, serverless deployment on Function Compute, performance benchmarks, and practical tips for production use.

AI integrationFunction ComputeMCP
0 likes · 22 min read
How MCP Bridges AI Data Silos with STDIO and SSE: Deep Technical Walkthrough
Volcano Engine Developer Services
Volcano Engine Developer Services
Apr 22, 2025 · Artificial Intelligence

What Is Model Context Protocol (MCP) and How It Transforms LLM Applications

Model Context Protocol (MCP) is an open standard that standardizes how large language models interact with external tools and data, enabling seamless function calls, simplifying prompt engineering, and allowing developers to build modular AI applications without handling low‑level integration details.

AI integrationFunction CallingLLM
0 likes · 16 min read
What Is Model Context Protocol (MCP) and How It Transforms LLM Applications
Architect's Alchemy Furnace
Architect's Alchemy Furnace
Apr 21, 2025 · Artificial Intelligence

What Is the Model Context Protocol (MCP) and How Can It Supercharge Your AI Projects?

Discover the Model Context Protocol (MCP)—an open standard from Anthropic that unifies AI model access to external data sources, enabling real‑time search, tool integration, and bidirectional communication, with practical examples, setup guides, and code snippets for developers to quickly build AI‑driven applications.

AI integrationAgentMCP
0 likes · 12 min read
What Is the Model Context Protocol (MCP) and How Can It Supercharge Your AI Projects?
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 integrationDistributed SystemsFault Injection
0 likes · 26 min read
Chaos Engineering: Principles, Core Steps, Tool Selection, and AI Integration
Ops Development & AI Practice
Ops Development & AI Practice
Apr 15, 2025 · Frontend Development

How to Build an AI‑Powered VS Code Extension in Minutes

This guide walks you through the VS Code extension architecture and provides a step‑by‑step example that creates a simple AI text‑explanation plugin, covering preparation, project scaffolding, command registration, API integration, debugging, and best‑practice security tips.

AI integrationExtension DevelopmentLLM
0 likes · 12 min read
How to Build an AI‑Powered VS Code Extension in Minutes
Java Web Project
Java Web Project
Apr 15, 2025 · Backend Development

Transform a Spring Boot CRUD Service into an AI‑Powered MCP Endpoint

This guide walks through converting a traditional Spring Boot book‑management API into a Model Context Protocol (MCP) service that can be invoked via natural‑language prompts, covering dependency setup, proxy configuration, @Tool annotations, MCP server registration, chat client wiring, data initialization, and end‑to‑end testing.

AI integrationBackendChatClient
0 likes · 17 min read
Transform a Spring Boot CRUD Service into an AI‑Powered MCP Endpoint
Alibaba Cloud Observability
Alibaba Cloud Observability
Apr 14, 2025 · Cloud Native

How to Connect Grafana to Large Language Models with MCP (Model Context Protocol)

This guide shows how to use the Model Context Protocol (MCP) to build a lightweight server that links Grafana dashboards to large language models, covering MCP concepts, FastMCP setup, Python client implementation, environment preparation, and integration with Cherry Studio for seamless AI-driven data access.

AI integrationCloud NativeGrafana
0 likes · 12 min read
How to Connect Grafana to Large Language Models with MCP (Model Context Protocol)
Alibaba Cloud Developer
Alibaba Cloud Developer
Apr 11, 2025 · Artificial Intelligence

How to Build an AI‑Powered MCP Plugin for Automatic Code Generation

This article walks through the Model Context Protocol (MCP) as an AI‑centric "USB‑C" for tool integration, explains its core capabilities, shows how to register and call MCP tools using the TypeScript SDK, details the end‑to‑end workflow from ZIP file handling to React code generation, and shares practical implementation tips and future improvements.

AI integrationCode GenerationMCP
0 likes · 23 min read
How to Build an AI‑Powered MCP Plugin for Automatic Code Generation
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
Architect
Architect
Apr 8, 2025 · Backend Development

Turn a Spring Boot CRUD Service into an AI‑Powered MCP Endpoint

This guide shows how to convert a traditional Spring Boot book‑management service into a Model Context Protocol (MCP) server that lets large language models interact with the service via natural‑language commands, covering dependency setup, MCP configuration, tool annotations, chat client integration, and end‑to‑end testing.

AI integrationBackend DevelopmentModel Context Protocol
0 likes · 18 min read
Turn a Spring Boot CRUD Service into an AI‑Powered MCP Endpoint
Top Architect
Top Architect
Apr 7, 2025 · Backend Development

Integrating Spring Boot Services with Model Context Protocol (MCP) for AI‑Driven Book Management

This article demonstrates how to convert a traditional Spring Boot book‑management service into an AI‑enabled MCP server, covering dependency setup, entity definition, tool annotations, MCP configuration, chat client integration, data initialization, and testing, with complete code examples.

AI integrationBackend DevelopmentChatClient
0 likes · 17 min read
Integrating Spring Boot Services with Model Context Protocol (MCP) for AI‑Driven Book Management
Java Architect Essentials
Java Architect Essentials
Apr 2, 2025 · Backend Development

Integrating DeepSeek Large Language Model with Spring Boot to Build an AI Chat Application

This guide demonstrates how to create a Spring Boot backend that integrates DeepSeek's large language model via the Spring AI OpenAI starter, covering project setup, dependency configuration, API key management, and a sample controller that provides AI-powered chat responses such as weather forecasts.

AI integrationChatbotDeepSeek
0 likes · 8 min read
Integrating DeepSeek Large Language Model with Spring Boot to Build an AI Chat Application
Baobao Algorithm Notes
Baobao Algorithm Notes
Apr 2, 2025 · Industry Insights

Building AI‑Native Teams: Turning AI Agents into Reliable Digital Employees

This article analyses why current AI agents fall short of being true digital employees, identifies four major obstacles—undocumented knowledge, GUI‑only tools, lack of isolated test environments, and limited memory and initiative—and proposes a comprehensive, six‑step technical and cultural roadmap for creating AI‑native teams that treat AI as a collaborative team member.

AI integrationOperationsdigital employee
0 likes · 61 min read
Building AI‑Native Teams: Turning AI Agents into Reliable Digital Employees
Spring Full-Stack Practical Cases
Spring Full-Stack Practical Cases
Apr 1, 2025 · Backend Development

Boost Spring AI with Tool Calls: Real‑World Spring Boot 3 Examples

This article explains how Spring AI's tool‑calling feature extends large language models by integrating custom Java tools for information retrieval and operations, and provides step‑by‑step Spring Boot 3 examples—including date‑time and weather tools—complete with configuration, code snippets, and execution results.

AI integrationJavaSpring Boot
0 likes · 9 min read
Boost Spring AI with Tool Calls: Real‑World Spring Boot 3 Examples
Efficient Ops
Efficient Ops
Mar 31, 2025 · Artificial Intelligence

How the Model Context Protocol (MCP) Is Revolutionizing AI Operations

The Model Context Protocol (MCP) lets large language models safely and directly access diverse data sources and tools, breaking data silos and enabling seamless AI‑driven automation across development, operations, and multi‑agent workflows.

AI integrationAutomationLLM
0 likes · 5 min read
How the Model Context Protocol (MCP) Is Revolutionizing AI Operations
Full-Stack Cultivation Path
Full-Stack Cultivation Path
Mar 27, 2025 · Frontend Development

How Vite + AI Can Boost Development Efficiency by 200%

The article explains how Vite’s native ES‑module architecture and the Model Context Protocol (MCP) enable deep AI integration via the vite‑plugin‑vue‑mcp, allowing tools like Cursor to access component trees, state and routing, which the author claims can raise development speed by up to 200% and cut bugs by 65%.

AI integrationCursorFrontend tooling
0 likes · 6 min read
How Vite + AI Can Boost Development Efficiency by 200%
DevOps
DevOps
Mar 26, 2025 · Artificial Intelligence

Introducing Model Context Protocol (MCP): An Open Standard for LLM Integration with Data Sources and Tools

The article explains Anthropic's open Model Context Protocol (MCP), detailing its client‑server architecture, resource and prompt definitions, tool discovery and execution, sampling workflow, security features, and provides a complete Python example that demonstrates building, running, and testing an MCP server and client for real‑time data retrieval.

AI integrationLLMMCP
0 likes · 12 min read
Introducing Model Context Protocol (MCP): An Open Standard for LLM Integration with Data Sources and Tools
Eric Tech Circle
Eric Tech Circle
Mar 25, 2025 · Artificial Intelligence

How MCP Turns AI into a USB‑C Interface: Architecture, Use Cases, and Future

This article provides an in‑depth technical overview of the Model Context Protocol (MCP), explaining its core concepts, client‑server architecture, communication layers, key benefits such as uniformity and security, and a wide range of real‑world application scenarios from code collaboration to third‑party API integration.

AI integrationMCPTooling
0 likes · 10 min read
How MCP Turns AI into a USB‑C Interface: Architecture, Use Cases, and Future
Eric Tech Circle
Eric Tech Circle
Mar 21, 2025 · Operations

Boost Your Git Workflow with AI: 5 Practical Scenarios Using Cursor

This guide demonstrates how to integrate the Cursor AI editor with Git to automate commit message generation, streamline branch management, perform intelligent code reviews, resolve merge conflicts, and generate commands, offering concrete prompts, shortcuts, and visual examples that enhance version‑control efficiency for development teams.

AI integrationCursorDevOps
0 likes · 8 min read
Boost Your Git Workflow with AI: 5 Practical Scenarios Using Cursor
Programmer Xu Shu
Programmer Xu Shu
Mar 17, 2025 · Backend Development

From CRUD to AI: How Java Backend Developers Can Future‑Proof Their Careers

Amid the AI wave, Java backend developers focused solely on CRUD face replacement by automation, but by deepening business expertise, enhancing soft skills, gaining project experience, and expanding into AI and new technologies, they can transform their roles and stay valuable in the evolving software industry.

AI integrationJavacareer advice
0 likes · 8 min read
From CRUD to AI: How Java Backend Developers Can Future‑Proof Their Careers
Selected Java Interview Questions
Selected Java Interview Questions
Mar 15, 2025 · Artificial Intelligence

DeepSeek4j 1.4: Java Spring Boot Integration for DeepSeek with Full Chain‑of‑Thought and Streaming Support

DeepSeek4j 1.4 introduces a Java‑centric, Spring Boot‑compatible framework that fully preserves DeepSeek's chain‑of‑thought capabilities, adds reactive streaming, and provides simple one‑line API integration, addressing previous limitations in mainstream frameworks and offering ready‑to‑use configuration and code examples.

AI integrationDeepSeekSpring Boot
0 likes · 5 min read
DeepSeek4j 1.4: Java Spring Boot Integration for DeepSeek with Full Chain‑of‑Thought and Streaming Support
Rare Earth Juejin Tech Community
Rare Earth Juejin Tech Community
Mar 15, 2025 · Artificial Intelligence

Integrating DeepSeek Large Model with SpringAI in Java Applications

This article provides a concise guide on using SpringAI to connect Java applications with the domestic large‑language model DeepSeek, covering design philosophy, configuration, code examples for chat, streaming, structured output, security hardening, performance tuning, and production best practices.

AI integrationBackend DevelopmentChatClient
0 likes · 9 min read
Integrating DeepSeek Large Model with SpringAI in Java Applications
Java Architect Essentials
Java Architect Essentials
Mar 7, 2025 · Artificial Intelligence

Introducing DeepSeek4j 1.4: A Java Spring Boot Integration for DeepSeek AI with Chain‑of‑Thought and Streaming Support

The article introduces DeepSeek4j 1.4, a Java Spring Boot library that overcomes existing framework limitations by preserving DeepSeek's chain‑of‑thought capabilities, adding full reactive streaming, and providing a simple one‑line API along with quick‑start instructions and code examples.

AI integrationDeepSeekJava
0 likes · 5 min read
Introducing DeepSeek4j 1.4: A Java Spring Boot Integration for DeepSeek AI with Chain‑of‑Thought and Streaming Support
Architecture Breakthrough
Architecture Breakthrough
Mar 4, 2025 · Product Management

How Business Knowledge Can Future‑Proof Your Development Career in the AI Age

The article explains why developers must combine deep business understanding with AI tools, outlines a three‑layer domain model (core, generic, supporting), debunks common misconceptions, and provides a step‑by‑step methodology for mastering banking business concepts to boost ROI and career resilience.

AI integrationDomain-Driven Designprocess improvement
0 likes · 21 min read
How Business Knowledge Can Future‑Proof Your Development Career in the AI Age
JD Tech Talk
JD Tech Talk
Mar 4, 2025 · Artificial Intelligence

Building a Local Personal Knowledge Base with Ollama, DeepSeek‑R1, AnythingLLM and Integrating Continue into VSCode

This guide walks through setting up a local personal knowledge base using Ollama, DeepSeek‑R1, and AnythingLLM, and demonstrates how to integrate the Continue AI code assistant into VSCode, covering installation, configuration, and usage tips for efficient, secure development.

AI integrationAnythingLLMDeepSeek
0 likes · 10 min read
Building a Local Personal Knowledge Base with Ollama, DeepSeek‑R1, AnythingLLM and Integrating Continue into VSCode
macrozheng
macrozheng
Mar 3, 2025 · Artificial Intelligence

Integrate DeepSeek with Spring AI: Step‑by‑Step Spring Boot Guide

This tutorial walks you through integrating DeepSeek via Spring AI into a Spring Boot project, covering Spring AI basics, obtaining an API key, adding dependencies and configuration, implementing controller endpoints, testing with Postman, and accessing the full source code.

AI integrationChatbotDeepSeek
0 likes · 7 min read
Integrate DeepSeek with Spring AI: Step‑by‑Step Spring Boot Guide
Alibaba Cloud Big Data AI Platform
Alibaba Cloud Big Data AI Platform
Feb 28, 2025 · Artificial Intelligence

Boost Elasticsearch Semantic Search with Alibaba Cloud AI: Step‑by‑Step Guide

This tutorial walks through configuring Alibaba Cloud AI services, creating sparse embedding and rerank endpoints, setting up Elasticsearch mappings, indexing Agatha Christie data, and combining semantic search, reranking, and completion APIs to achieve more relevant search results and a RAG‑style answer generation pipeline.

AI integrationAlibaba Cloud AICompletion
0 likes · 19 min read
Boost Elasticsearch Semantic Search with Alibaba Cloud AI: Step‑by‑Step Guide
Java Web Project
Java Web Project
Feb 25, 2025 · Artificial Intelligence

How DeepSeek4j 1.4 Solves Spring AI’s Chain‑of‑Thought and Streaming Gaps

The article explains why existing Java AI frameworks struggle with DeepSeek R1’s chain‑of‑thought and streaming features, introduces DeepSeek4j 1.4 as a targeted solution, details its core capabilities, and provides a step‑by‑step guide to integrate it with Spring Boot and Project Reactor.

AI integrationDeepSeekJava
0 likes · 5 min read
How DeepSeek4j 1.4 Solves Spring AI’s Chain‑of‑Thought and Streaming Gaps
Ops Development & AI Practice
Ops Development & AI Practice
Feb 22, 2025 · Industry Insights

How Trae’s AI‑Powered IDE Stacks Up Against Cursor: Features, Innovations & Gaps

Trae, a new AI‑driven IDE, offers a dark‑theme interface, integrated Chat Builder Beta, version‑control cues, and Claude‑3‑Sonnet support, and while it mirrors many Cursor features such as smart completion and chat, it adds educational prompts and context‑enhanced inputs, though it still faces WSL compatibility and beta stability issues.

AI IDEAI integrationCursor
0 likes · 10 min read
How Trae’s AI‑Powered IDE Stacks Up Against Cursor: Features, Innovations & Gaps
Alibaba Cloud Big Data AI Platform
Alibaba Cloud Big Data AI Platform
Feb 14, 2025 · Big Data

How MaxCompute Powers Intelligent Data Warehousing in the Data+AI Era

This article summarizes a meetup talk by Alibaba Cloud expert Yu Deshui, detailing MaxCompute’s evolution, serverless architecture, AI‑enabled features, and the platform’s comprehensive solutions—including OpenLake, MaxFrame, Object Table, near‑real‑time computing, and AI Functions—to address the challenges of modern data‑centric AI workloads.

AI integrationBig DataData Warehouse
0 likes · 13 min read
How MaxCompute Powers Intelligent Data Warehousing in the Data+AI Era
Java Architecture Diary
Java Architecture Diary
Feb 13, 2025 · Artificial Intelligence

Create a Java RAG System Using DeepSeek R1, Milvus, and Spring

This guide walks through building a Java RAG system with DeepSeek R1, Milvus, and Spring, covering environment setup, vector model integration via OpenAI protocol, Maven dependencies, data embedding, and a chat endpoint that combines semantic retrieval with LLM generation.

AI integrationDeepSeekMilvus
0 likes · 11 min read
Create a Java RAG System Using DeepSeek R1, Milvus, and Spring
Java Architecture Diary
Java Architecture Diary
Feb 7, 2025 · Artificial Intelligence

Unlock DeepSeek R1’s Full Potential in Spring with deepseek4j

This article introduces deepseek4j, a Spring‑Boot‑compatible library that fully supports DeepSeek R1’s chain‑of‑thought and billing features, offering reactive streaming, easy configuration, and a built‑in debugging page, with step‑by‑step setup and code examples to help developers quickly integrate the model.

AI integrationDeepSeekOpenAI4J
0 likes · 6 min read
Unlock DeepSeek R1’s Full Potential in Spring with deepseek4j
Java Architecture Diary
Java Architecture Diary
Jan 22, 2025 · Operations

How to Manage Docker Containers with Natural Language Using MCP Docker Server

This guide explains how the open‑source Model Context Protocol (MCP) enables natural‑language control of Docker containers, walks through environment setup, Spring AI integration, client project configuration, and demonstrates a full execution log showing automated image pulling, port mapping, volume mounting, and container startup.

AI integrationContainer ManagementDocker
0 likes · 9 min read
How to Manage Docker Containers with Natural Language Using MCP Docker Server
Java Architecture Diary
Java Architecture Diary
Jan 21, 2025 · Artificial Intelligence

Unlocking DeepSeek R1: How to Leverage the New Reasoning Model with Spring AI

This article introduces DeepSeek R1, a breakthrough reasoning‑focused large model that visualizes its chain‑of‑thought process, matches OpenAI O1 performance, offers open‑source advantages, and provides step‑by‑step Spring AI integration guidance, including dependency setup, configuration, and code examples.

AI integrationDeepSeekR1
0 likes · 9 min read
Unlocking DeepSeek R1: How to Leverage the New Reasoning Model with Spring AI
dbaplus Community
dbaplus Community
Jan 20, 2025 · Databases

What’s New in the Database World? 2024 H2 Industry Review and Key Product Updates

The 2024 second‑half database industry review highlights accelerated growth, AI‑database integration, multimodal support, storage‑compute separation, and a comprehensive roundup of major product releases and feature enhancements across RDBMS, NoSQL, NewSQL, cloud, and big‑data ecosystems, with links to detailed changelogs and download resources.

AI integrationBig DataCloud Databases
0 likes · 50 min read
What’s New in the Database World? 2024 H2 Industry Review and Key Product Updates
Baidu Geek Talk
Baidu Geek Talk
Oct 28, 2024 · Artificial Intelligence

Baidu Intelligent Cloud Qianfan AppBuilder: Enterprise-Level Large Model Application Development Platform

Baidu Intelligent Cloud’s Qianfan AppBuilder 3.0 offers an enterprise‑grade platform that simplifies large‑model application development by providing high‑accuracy RAG, robust agent scheduling, extensive integration, secure private‑or‑hybrid deployment, and a guided methodology, enabling industries to transform processes, add AI copilots, and create novel capabilities.

AI integrationBaidu Intelligent CloudDigital Transformation
0 likes · 12 min read
Baidu Intelligent Cloud Qianfan AppBuilder: Enterprise-Level Large Model Application Development Platform
Programmer DD
Programmer DD
Oct 23, 2024 · Artificial Intelligence

How to Build a Generative AI App with Ollama and Spring Boot

This guide walks you through setting up Ollama for local large‑model serving, creating a Spring Boot project with Spring AI support, writing a unit test to query the model, and explains how to add the necessary dependencies for AI integration in existing Java applications.

AI integrationJavaOllama
0 likes · 7 min read
How to Build a Generative AI App with Ollama and Spring Boot
Alibaba Cloud Native
Alibaba Cloud Native
Oct 19, 2024 · Cloud Native

How ApsaraMQ’s Serverless Architecture Powers AI with Event‑Driven Messaging

The talk outlines ApsaraMQ’s journey to a fully serverless, cloud‑native messaging platform, detailing its compute‑storage separation, stateless proxy functions, RDMA‑enhanced performance, elastic scaling mechanisms, and how its event‑driven architecture empowers real‑time AI applications through seamless data vectorization.

AI integrationEvent-drivenMessage Queue
0 likes · 19 min read
How ApsaraMQ’s Serverless Architecture Powers AI with Event‑Driven Messaging
Qunhe Technology User Experience Design
Qunhe Technology User Experience Design
Oct 18, 2024 · Product Management

How Dual‑Workbench Architecture Boosts Enterprise SaaS Productivity

This article examines the challenges of traditional on‑premise software, explains how enterprise SaaS launchpads with dual front‑office and back‑office workbenches simplify user roles, improve digital asset management, and leverage AI to enhance efficiency, offering practical design patterns and service‑off‑boarding strategies.

AI integrationDigital Asset ManagementDual Workbench
0 likes · 16 min read
How Dual‑Workbench Architecture Boosts Enterprise SaaS Productivity
JD Tech Talk
JD Tech Talk
Oct 14, 2024 · Mobile Development

HarmonyOS NEXT Intent Framework: Overview, Use Cases, and Integration Guide

This article introduces HarmonyOS NEXT's Intent Framework, explains its distribution capabilities such as habit and event recommendations, skill invocation, and local search, showcases practical scenarios including movie ticket reminders and JD Finance services, and provides step‑by‑step integration instructions with code examples.

AI integrationCode ExampleHarmonyOS
0 likes · 10 min read
HarmonyOS NEXT Intent Framework: Overview, Use Cases, and Integration Guide
JD Tech Talk
JD Tech Talk
Oct 9, 2024 · Operations

What Is RPA? Advantages, Applications, Architecture, and Future Outlook

This article explains Robotic Process Automation (RPA), its cost‑saving and efficiency benefits, common use cases such as private‑domain operations, HR and e‑commerce, the business and technical architecture of a large‑scale RPA system, Android accessibility service fundamentals, sample code, and future AI‑driven enhancements.

AI integrationAndroid accessibilityAutomation
0 likes · 12 min read
What Is RPA? Advantages, Applications, Architecture, and Future Outlook
DataFunSummit
DataFunSummit
Oct 7, 2024 · Big Data

Guangdong Mobile’s Data‑Weaving Practice: Building a Virtual Data Center for Big Data Governance

Since 2017, Guangdong Mobile has advanced its digital transformation by integrating data‑weaving technology with AI large models to overcome data silos, improve governance, and support a rapidly growing mix of structured and unstructured data across its enterprise, culminating in a virtual data‑center architecture that drives efficient data storage, processing, and business innovation.

AI integrationBig DataData weaving
0 likes · 13 min read
Guangdong Mobile’s Data‑Weaving Practice: Building a Virtual Data Center for Big Data Governance
DataFunSummit
DataFunSummit
Sep 25, 2024 · Big Data

Evolution of Big Data AI Development Paradigm and Alibaba Cloud’s Integrated Architecture

This article examines how large‑scale big‑data platforms can simplify AI application development, outlines the shift from model‑centric to data‑centric paradigms, and shares Alibaba Cloud’s practical experiences in building an integrated big‑data‑AI architecture, including MaxCompute, Hologres, MaxFrame, and vector search capabilities.

AI integrationBig DataData Platform
0 likes · 19 min read
Evolution of Big Data AI Development Paradigm and Alibaba Cloud’s Integrated Architecture
58UXD
58UXD
Sep 6, 2024 · Product Management

How 58 Home’s Maid Service Won the Market with a Zero‑Intermediary Model

This case study examines how 58 Home’s maid‑booking service transformed its traditional broker‑driven model into a direct, zero‑intermediary experience, using market analysis, AI features, and conversion‑rate optimizations to overcome user confusion, low resume quality, and traffic challenges.

AI integrationCase StudyProduct Design
0 likes · 8 min read
How 58 Home’s Maid Service Won the Market with a Zero‑Intermediary Model
JD Retail Technology
JD Retail Technology
Aug 13, 2024 · R&D Management

JD Group Project Management Talent Development Channel Presents at the 3rd China PMO&PM Conference

On August 10‑11, JD Group's Project Management Talent Development Channel showcased its expertise at the 3rd China PMO&PM Conference in Shanghai, delivering multiple expert talks on data‑driven project management, R&D efficiency, AI‑enabled workflows, overseas delivery, and fostering industry dialogue through round‑table discussions.

AI integrationDigital TransformationJD.com
0 likes · 7 min read
JD Group Project Management Talent Development Channel Presents at the 3rd China PMO&PM Conference
phodal
phodal
Aug 8, 2024 · Artificial Intelligence

How to Design an AI‑Assisted Software Engineering Framework for Any Team

This article provides a comprehensive, step‑by‑step guide to designing, prototyping, and continuously improving an AI‑assisted software engineering (AI4SE) framework, covering goal definition, pain‑point identification, technology selection, cross‑disciplinary team building, metric evaluation, and real‑world examples for teams of all sizes.

AI integrationAI4SESoftware Engineering
0 likes · 19 min read
How to Design an AI‑Assisted Software Engineering Framework for Any Team
Goodme Frontend Team
Goodme Frontend Team
Jul 31, 2024 · Frontend Development

Top Frontend & AI Insights: React State, CSS Updates, Form Design, and AI Code Trends

A curated roundup of the latest frontend and AI development resources, covering React 2023 insights, new CSS font-size-adjust support, Astro 4.12 release, zero‑width character pitfalls in phone validation, the relevance of global state, form‑design strategies, and AI‑assisted coding workflows.

AI integrationState Managementform design
0 likes · 4 min read
Top Frontend & AI Insights: React State, CSS Updates, Form Design, and AI Code Trends
DataFunTalk
DataFunTalk
Jun 26, 2024 · Big Data

Evolution of the Big Data + AI Development Paradigm and Alibaba Cloud’s Integrated Architecture

This article examines how the big‑data AI development paradigm has shifted from model‑centric to data‑centric workflows, outlines the challenges of integrating data and AI teams, and details Alibaba Cloud’s end‑to‑end, serverless big‑data platform—including MaxCompute, Hologres, MaxFrame, Object Table, and vector search—designed to accelerate large‑scale AI applications.

AI integrationBig DataData Platform
0 likes · 20 min read
Evolution of the Big Data + AI Development Paradigm and Alibaba Cloud’s Integrated Architecture
Architecture Digest
Architecture Digest
Jun 21, 2024 · Artificial Intelligence

Getting Started with Spring Cloud Alibaba AI: Integrating Tongyi Large Models in Spring Boot

This article introduces Spring Cloud Alibaba AI, explains its relationship to Spring AI, and provides a step‑by‑step tutorial—including Maven setup, dependency configuration, code examples, and sample calls—to integrate Alibaba's Tongyi large‑model services for text QA, image generation, and speech synthesis in a Java Spring Boot application.

AI integrationAlibaba CloudJava
0 likes · 11 min read
Getting Started with Spring Cloud Alibaba AI: Integrating Tongyi Large Models in Spring Boot
DataFunTalk
DataFunTalk
Jun 12, 2024 · Big Data

Technical Maturity Curve of Indicator Systems: Framework, Requirements, and the Role of Large Models

This article explores the technical maturity curve of indicator systems, covering data collection, modeling, production, management, governance, and application, while analyzing the security, stability, and usability requirements and discussing how large language models can enhance certain clear and complicated scenarios.

AI integrationBig DataData Governance
0 likes · 10 min read
Technical Maturity Curve of Indicator Systems: Framework, Requirements, and the Role of Large Models
Code Ape Tech Column
Code Ape Tech Column
Jun 1, 2024 · Artificial Intelligence

Getting Started with Spring Cloud Alibaba AI: Integrating Text, Image, and Audio Models in a Spring Boot Application

This tutorial introduces Spring AI and Spring Cloud Alibaba AI, explains their core features, shows how to set up a Maven project with the required dependencies, and provides step‑by‑step code examples for invoking text, image, and audio generation models using Spring Boot.

AI integrationAudio SynthesisJava
0 likes · 9 min read
Getting Started with Spring Cloud Alibaba AI: Integrating Text, Image, and Audio Models in a Spring Boot Application