#unified interface
79 related articles
Tech Frontiers·3 min
GitHub Copilot Desktop App Released: Agent Programming Breaks Free from the IDE
GitHub launches the Copilot native desktop app as an agent-native development terminal. Session-driven complex task orchestration with deep GitHub ecosystem integration, plus CLI Agent for JetBrains.
Read more →
Tutorials·3 min
Complete Guide to Connecting Codex with DeepSeek V4: API Configuration & Plugin Unlock
Complete guide to connecting Codex with DeepSeek V4 via CC Switch relay, including API Key setup, channel configuration, and plugin unlock steps for cost-effective AI programming.
Read more →
Tutorials·3 min
Passing Apple's Account Deletion Review in One Night with Cursor: A Complete Hands-On Walkthrough
Developer uses Cursor AI to implement iOS account deletion in one night, passing Apple's data compliance review. Covers prompt writing, soft delete design, Rules config, and MCP integration.
Read more →
Deep Dives·3 min
Why Is Python the Top Choice for AI Development? Three Core Reasons Explained in Depth
In-depth analysis of three core reasons Python dominates AI development: simple syntax for quick onboarding, powerful ecosystem, and industry-wide network effects.
Read more →
Product Reviews·3 min
Cursor 1.0 Major Update: Background Agent, BugBot, and Memory System Fully Explained
Deep dive into Cursor 1.0's major updates including Background Agent for async programming, BugBot automated code review, Memory System, and one-click MCP installation with setup tutorials.
Read more →
Tutorials·3 min
Java Developers Transitioning to AI Engineers: New Interview Trends and Learning Roadmap
Deep analysis of interview trends for Java developers transitioning to AI engineers, covering LLM integration, RAG, Spring AI framework practice, with a complete learning roadmap.
Read more →
Tutorials·4 min
New API in Practice: Complete Tutorial for Building Your Own AI API Relay Station
Complete tutorial on building an AI API relay station using the New API open-source project, covering Docker deployment, server configuration, channel management, token distribution, and client verification.
Read more →
Tutorials
Engineering Practices That Boosted Cla…
·4 min
Engineering Practices That Boosted Claude Code Skill Activation Rate from 25% to 90%
How Hooks+Skills+Commands+Agents work together in Claude Code to boost AI skill activation from 25% to 90%, with core config files and deployment guide.
Read more →
Tutorials·4 min
The Complete Guide to Claude Code's Extension System: A Five-Layer Architecture That Doubles Development Efficiency
Deep dive into Claude Code's five-layer extension architecture: Claude.md memory, Skills, MCP services, Subagents, and Hooks. Master the Rule of Three and golden combinations to systematically boost AI coding efficiency.
Read more →
Tutorials·3 min
LangChain Unified Interface in Practice: A Guide to Avoiding Model Invocation Pitfalls
A detailed comparison of LangChain's two model invocation approaches, focusing on init_chat_model unified interface usage and tips for avoiding DeepSeek V4 Pro Thinking Mode pitfalls in Agent scenarios.
Read more →
Tutorials·3 min
Claude Code Hooks Configuration & Plugin Recommendations: Cross-Session Memory and Automation in Practice
In-depth guide to Claude Code Hooks event-driven mechanism and configuration, featuring CloudMemory, Everything Claude Code, and other popular plugins for automated dev workflows.
Read more →
Product Reviews·3 min
Gemini CLI V0.7–V0.8 Major Upgrade: Extension Framework Turns Your Terminal into an AI Platform
Deep dive into Gemini CLI V0.7 & V0.8 major upgrades: extension framework, IDE plugin spec, non-interactive auth, and how they transform the terminal into a programmable AI agent platform.
Read more →
Tutorials·3 min
Gemini CLI Complete Guide: MCP Extensions & Memory Files in Practice
Complete guide to Google Gemini CLI setup, MCP Server extensions, and memory files. Covers 1M token context analysis, Context7 docs, Taskmaster task breakdown, and more.
Read more →
Tech Frontiers·3 min
Claude Code Source Code Leak: Full Roadmap for Opus 4.7 and Mythos 5 Exposed
Anthropic suffers a major code leak exposing 500K+ lines of Claude Code source, unreleased Opus 4.7, Sonnet 4.8, Mythos 5 models, 44 hidden feature flags, and the full product roadmap.
Read more →
Industry Insights
Risks of AI Account Rotation Tools Exp…
·3 min
Risks of AI Account Rotation Tools Exposed: Security Threats Behind the Gray Market
Deep dive into how AI quota-cracking tools work, exposing the legal, compliance, and data security risks behind account rotation gray markets, with legitimate alternatives like API pay-per-use and subscription upgrades.
Read more →
Tutorials
pnpm Monorepo Full-Stack AI Engineerin…
·2 min
pnpm Monorepo Full-Stack AI Engineering in Practice: Building a Multimodal Conversation System
Learn how to build a full-stack multimodal AI conversation system using pnpm Monorepo architecture, covering local model integration, image understanding, and streaming chat.
Read more →
Product Reviews
Agent Memory: Giving AI Coding Agents …
·2 min
Agent Memory: Giving AI Coding Agents Persistent Memory Across Sessions
Agent Memory is an open-source local memory layer providing persistent, cross-session, cross-tool long-term memory for AI coding agents like Claude Code, Cursor, and Codex.
Read more →
Tutorials
Trae Third-Party API Integration Tutor…
·2 min
Trae Third-Party API Integration Tutorial: Configure GPT and Claude Models in Three Steps
Step-by-step tutorial on integrating third-party APIs in Trae via proxy platforms like DeepRouter to configure GPT-4 and Claude models in three simple steps.
Read more →
Tutorials
Codex Chat History Recovery Guide: Mig…
·3 min
Codex Chat History Recovery Guide: Migration Methods After API and Subscription Switching
Learn why Codex chat history disappears after switching between official subscriptions and third-party APIs, with step-by-step migration instructions for modifying session files and SQLite database.
Read more →
Product Reviews
API Aggregation Proxy Platforms Tested…
·2 min
API Aggregation Proxy Platforms Tested: One Interface to Call 100+ AI Models
Hands-on testing of an API aggregation proxy platform's model calling capabilities, including GPT-Image2 image generation, cost analysis, and coverage of 100+ models like Claude and Gemini.
Read more →