[KongchangAI]

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38460 articles

LangChain Unified Interface in Practice: A Guide to Avoiding Model Invocation Pitfalls
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.

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Claude Code 2.1 Deep Dive: Hooks Automation, MCP Ecosystem & Multi-Agent Collaboration Fully Explained
Product Reviews
·3 min

Claude Code 2.1 Deep Dive: Hooks Automation, MCP Ecosystem & Multi-Agent Collaboration Fully Explained

Full breakdown of Claude Code 2.1: Opus 4.6 model upgrade, Hooks deterministic automation, Skills multi-agent collaboration, MCP tool chain integration, plus IDE shortcuts and practical commands.

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Complete Guide to Claude Code GitHub Integration and Hooks
Tutorials
·3 min

Complete Guide to Claude Code GitHub Integration and Hooks

A detailed guide to Claude Code's GitHub integration for automated PR reviews and Issue fixes, plus the Hooks mechanism for injecting custom logic into AI workflows.

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Claude Code Hooks Configuration & Plugin Recommendations: Cross-Session Memory and Automation in Practice
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.

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Claude Code Hooks Explained: Build Your Own Automated Development Inspector
Tutorials
·3 min

Claude Code Hooks Explained: Build Your Own Automated Development Inspector

Deep dive into Claude Code Hooks' four core use cases: intercepting dangerous operations, auto change logging, code review, and automated testing. Learn Command, Prompt, and Agent Hook types.

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Getting Started with Cursor Hooks: Master Automated Workflow Configuration in 5 Minutes
Tutorials
·3 min

Getting Started with Cursor Hooks: Master Automated Workflow Configuration in 5 Minutes

Learn Cursor Hooks structure, configuration, and practical use. From trigger events and matchers to scripting permission popups, auto-testing, and more.

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Getting Started with Codex from Scratch: Why It's a Better Fit Than Claude Code for Most People
Tutorials
·4 min

Getting Started with Codex from Scratch: Why It's a Better Fit Than Claude Code for Most People

In-depth comparison of OpenAI Codex vs Claude Code covering account stability, usage quotas, browser control, and automation — helping you get started with this all-in-one AI Agent desktop tool.

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Goodbye Excel: Building a Financial Portfolio App with AI Coding Tool Codex
Tutorials
·3 min

Goodbye Excel: Building a Financial Portfolio App with AI Coding Tool Codex

See how finance professionals use AI coding tool Codex to build a portfolio management app with security master data, trade entry, and EOD valuation from a single natural language prompt.

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Building a Match-3 Game with AI and Letting the Agent Play It: A Complete Hands-On Walkthrough
Tutorials
·3 min

Building a Match-3 Game with AI and Letting the Agent Play It: A Complete Hands-On Walkthrough

A front-end dev uses Godot + MCP to let AI build a Match-3 game from scratch, then designs a decoupled architecture for an Agent to play it autonomously with self-improving strategies.

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Complete Guide to Claude Code Hooks: Five Trigger Points & Practical Configuration Walkthrough
Tutorials
·2 min

Complete Guide to Claude Code Hooks: Five Trigger Points & Practical Configuration Walkthrough

Deep dive into Claude Code Hooks' five trigger points (PreToolUse, PostToolUse, OnToolError, Notification, OnPrompt) with a practical file deletion protection example to build efficient automated dev workflows.

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OpenClaw + Claude Code Token-Saving Guide: Zero-Polling with Hooks Callbacks
Tutorials
·3 min

OpenClaw + Claude Code Token-Saving Guide: Zero-Polling with Hooks Callbacks

How to solve high Token consumption when OpenClaw calls Claude Code. Achieve zero-polling with Stop Hook and Session End dual callbacks, combined with Agent Teams for fully automated dev workflows.

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OpenAI Codex Deep Dive: AI Programming Evolves from Code Completion to Full-Repository Autonomous Development
Tech Frontiers
·3 min

OpenAI Codex Deep Dive: AI Programming Evolves from Code Completion to Full-Repository Autonomous Development

Deep analysis of OpenAI Codex agent and its Codex-1 model, comparing Windsurf's SW1E1 and Anthropic's new reasoning model, exploring how AI programming leaps from single-file assistance to full-repository autonomous understanding.

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Deep Dive into a 198-Hour Python Zero-to-Hero Course: Is This Learning Path Worth Following?
Tutorials
·3 min

Deep Dive into a 198-Hour Python Zero-to-Hero Course: Is This Learning Path Worth Following?

In-depth analysis of a 198-hour Python+AI beginner course: breaking down its structure, learning path, and projects with honest pros, cons, and study tips.

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Windsurf Wave 6 Deep Dive: One-Click Deploy Brings AI Coding to Full-Stack
Product Reviews
·3 min

Windsurf Wave 6 Deep Dive: One-Click Deploy Brings AI Coding to Full-Stack

Deep dive into Windsurf Wave 6: one-click Deploy via Netlify, auto Git commit messages, conversation navigation, and a full comparison with Cursor to help you choose the right AI coding tool.

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Windsurf Wave 3 Deep Dive: MCP Support, Turbo Mode & Multi-Model Integration
Product Reviews
·3 min

Windsurf Wave 3 Deep Dive: MCP Support, Turbo Mode & Multi-Model Integration

Deep dive into Windsurf Wave 2 & Wave 3 updates: MCP protocol support, Turbo auto mode, DeepSeek integration, Tab to Jump, pricing comparison with Cursor.

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Windsurf Wave 5 + Gemini 2.5 Pro: The Most Stable Free AI Coding Combo
Product Reviews
·3 min

Windsurf Wave 5 + Gemini 2.5 Pro: The Most Stable Free AI Coding Combo

Deep dive into Windsurf Wave 5 with Gemini 2.5 Pro integration: WindsurfTab unified context, terminal awareness, live demos, and model selection strategies for the most reliable free AI coding setup.

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Alibaba's $52B AI Investment: A Full-Stack Cloud Infrastructure Upgrade for the Agent Era
Industry Insights
·3 min

Alibaba's $52B AI Investment: A Full-Stack Cloud Infrastructure Upgrade for the Agent Era

Alibaba invests $52B in AI cloud infrastructure over 3 years. Bailian Platform hits 8B yuan ARR with 11 quarters of triple-digit AI revenue growth. Deep analysis of Alibaba Cloud's full-stack Agent upgrade strategy.

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Windsurf Wave 3 Hands-On: Building a Professional Landing Page with AI from Scratch
Tutorials
·3 min

Windsurf Wave 3 Hands-On: Building a Professional Landing Page with AI from Scratch

Hands-on review of Windsurf Wave 3 showing how to build an AI services landing page from scratch. Covers multi-model switching, drag-and-drop image input, Claude 3.5 Sonnet code generation, and WordPress embedding.

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