#unified AI API
2874 related articles
Product Reviews·2 min
Major Claude Code Update: A Complete Guide to Agent View and the Goal System
Deep dive into Claude Code's new Agent View and Goal system, covering multi-agent parallel management, background sessions, and result-oriented autonomous execution.
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Tutorials·3 min
Spring AI Agent Utils: A Java Agent Toolkit Reverse-Engineered from Claude Code's Core Features
Deep dive into Spring AI Agent Utils toolkit covering Skill modules, Ask a User Question, To Do Write, Auto Memory, and multi-Agent orchestration — empowering Java developers to build powerful AI Agents.
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Product Reviews·2 min
Unified Management Tool for Claude Code and Codex: One-Click Multi-AI Programming Environment Setup
A deep dive into the unified management client for Claude Code and Codex, solving pain points like tedious configuration, high switching costs, and fragmented management with one-click setup and usage monitoring.
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Product Reviews·3 min
ABCoder in Practice: A Demonstration of Solving AI Code Hallucination
A practical comparison using Hertz framework SSE services shows how ABCoder uses MCP protocol to let AI models consult real source code, solving LLM code hallucination problems.
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Product Reviews·3 min
Claude Code with MiniMax M2: Testing a Low-Cost AI Coding Solution Across Three Real Projects
Real-world testing of MiniMax M2 as Claude Code's backend model across three projects: framework migration, iOS development, and full-stack MVP — at just 8% of Claude's price.
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Tutorials·3 min
AI Programming Spec Sheets: 30 Lines of Configuration Saves Five Rounds of Rework
Replace vague prompts with spec sheets—30 lines of config gets AI coding right the first time. Covers the six-element framework, three-tier boundaries, and three iron rules to eliminate rework.
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Tutorials·2 min
OpenAI Codex Complete Guide: Four Tools for Building an AI Programming Workflow
Deep dive into OpenAI Codex's four core tools: IDE extension, CLI, Cloud service, and code review bot. Learn how they work together to build an efficient AI programming workflow from local coding to cloud automation.
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Tutorials·3 min
Claude Code Desktop Installation & Configuration Guide: No Account Required + DeepSeek Integration + Chinese Localization
Step-by-step guide to install Claude Code Desktop, use it without an account via Developer Mode, integrate DeepSeek models through CSwitch, add Chinese localization, and configure custom Skills.
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Tutorials·2 min
Multi-Model Hot-Swap Architecture: Switch AI Models at Minimal Cost
A complete guide to building a multi-model hot-swap architecture for production AI projects, covering abstraction layers, adapter patterns, visual configuration, and error-fixing workflows.
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Tutorials·2 min
MCP Protocol Practical Guide: The Standard Interface for Connecting LLMs to Everything
Deep dive into MCP (Model Context Protocol) principles and practical applications. Learn how LLMs connect to external tools via MCP to become agents, covering Java tech stacks, MCP Server ecosystem, Cherry Studio demos, and A2A protocol comparison.
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Tutorials·2 min
Dify 1.8.0 Hands-On Tutorial: Complete Guide from Deployment to Building AI Applications
A detailed guide to Dify 1.8.0 Docker deployment, environment setup, and AI app building. Covers five app types, comparisons with Coze, workflow creation, and more for this open-source AI platform.
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Tutorials·3 min
Cursor + MCP in Practice: A Complete Guide to Building a Browser Automation Agent
A detailed guide on integrating Playwright MCP Server with Cursor, covering Node.js setup with NVM, NPM mirror configuration, and building a browser automation agent step by step.
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Product Reviews·3 min
Web Studio: Open-Source Local AI Coding Workbench Integrating Three Major Agents
Web Studio is an open-source desktop AI coding workbench integrating Cloud Code, Gemini CLI, and Codex into a local-first app with multi-repo management, structured code review, and smart PR workflows.
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Tutorials·2 min
Complete Guide to Building Claude MCP Services: From Local Development to Remote Deployment
Complete guide to MCP server setup: FastMCP local development, Claude CLI registration, STDIO vs HTTP communication modes, and Docker containerized remote deployment for AI-callable tool services.
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Tutorials·2 min
LangGraph 0.5.3 + MCP Agent Development in Practice: Security Authentication & Deployment Guide
LangGraph 0.5.3 introduces MCP server security authentication and agent deployment solutions. Combined with Qwen3 models, it provides a complete production-grade AI agent development stack.
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Tutorials·3 min
AI Agent Practical Development: A Complete Guide from Concept to Building Production-Grade Intelligent Agents
A deep dive into AI Agent core principles and practical development paths, covering perception-decision-execution capabilities, MCP protocol tool integration, and analysis of Manus and AutoGLM.
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Tutorials·2 min
Zen MCP: An Open-Source Tool That Lets Claude Orchestrate Multiple AI Models in Collaboration
Deep dive into Zen MCP, an open-source project that lets Claude Code orchestrate Gemini, O3, and other AI models via MCP protocol, with cost-reduction proxy setup guide.
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Tutorials·3 min
DeepSeek V4 Flash MTP Speculative Decoding Real-World Test: A Guide to 20% Faster Local Inference
Real-world testing of DeepSeek V4 Flash with MTP speculative decoding: ~20% speedup for code generation, minimal gains for text. Covers memory overhead, accuracy differences, Q4 vs Q3 quantization, and full deployment tutorial.
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Product Reviews·3 min
OpenCode: A Deep Dive into the Terminal AI Coding Tool Built with Go
Deep dive into OpenCode, a terminal AI coding tool built with Go. Blazing-fast startup, multi-model support (Gemini, Claude), built-in Vim editor, and LSP integration. Compared with Claude Code and Aider.
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Tech Frontiers·2 min
Apple Releases 26.6 Beta Across All Platforms: Developer Adaptation Guide
Apple releases iOS 26.6, macOS 26.6, visionOS 26.6 and more beta updates. Developers should use Xcode 26.5 for compatibility testing. Guide covers adaptation tips and unified versioning strategy.
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