#event-driven workflow
162 related articles
·3 min
CodeGraph: The 50K-Star Open-Source Tool That Cuts AI Coding Token Usage in Half
CodeGraph is a 50K-star open-source tool that builds a code knowledge graph so AI coding assistants can locate code instantly—cutting Token usage by 47%, boosting speed by 22%, all running 100% locally.
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·3 min
AI Agent Loops in Practice: Four PRs Auto-Merged While I Slept
From manual AI prompting to building automated loops — let Agents prompt, review, and merge code themselves. A real-world case: one message triggers four PRs auto-reviewed and merged overnight.
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·3 min
New Book Breakdown: "Claude Code in Practice: The Way of Harness Engineering" — Master AI Programming Engineering in Ten Chapters
Deep breakdown of the new book on Claude Code engineering, covering Harness concepts, four-layer architecture, five-layer memory, sub-agents, hooks, MCP protocol, and CI/CD integration.
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·3 min
Trae Hands-On Tutorial: Build a Full-Stack Website with Just 3 Prompts
Learn how to use ByteDance's AI coding tool Trae to build a full-stack website with just 3 prompts—covering frontend, backend API, and admin panel.
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·3 min
Claude Code in Practice: Building a WebSocket Real-Time Chat Room from Scratch
Learn how to build a WebSocket real-time chat room with Claude Code, covering multi-room systems, private messaging, emoji/image sending, message search and export, plus full setup and bug-fixing workflow.
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·3 min
Planning with Files: Solving AI Coding's "Amnesia" Problem with Three Files
Planning with Files uses three Markdown files and Hooks to solve the context loss problem in AI coding tools like Claude Code and Cursor during long tasks.
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·3 min
Java Developer's Guide to AI Application Development: From Spring AI to Intelligent Customer Service
A comprehensive guide for Java developers transitioning to AI application development, covering Spring AI, RAG, Function Calling, and a hands-on airline intelligent customer service project.
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·3 min
AI Agent Learning Roadmap: A Four-Step Practical Guide from Zero to Job-Ready
A proven AI Agent learning roadmap covering four core elements, mainstream architecture patterns, multi-agent collaboration, and hands-on projects to go from zero to job-ready in three months.
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·3 min
Trae + WPS: Building a Zero-Code JSA Login Authorization System — A Practical Tutorial
Learn how to use Trae AI programming tool with WPS Bitable to build a JSA login authorization system with zero handwritten code, covering online tables, Web API auth scripts, and remote user management.
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·3 min
AI Agent Learning Roadmap: A Four-Stage Plan from Zero to Hands-On
A systematic four-stage AI Agent learning roadmap covering LLM API calls, ReAct paradigm, memory mechanisms, and multi-agent collaboration for beginners.
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·3 min
Codex Loop Patterns: The Paradigm Shift of AI Agents from One-Shot Tasks to Continuous Loops
Deep dive into Boris Cherny's AI agent loop patterns: loop workflow elements, loop contracts, four practical loops (PR Babysitter, CI Health, Deploy Verification, Feedback Clustering), and failure prevention strategies.
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·3 min
Deep Dive into LangChain's Social Media Agent Open-Source Project: Architecture, Features, and Practical Value
In-depth analysis of LangChain's open-source social-media-agent: content sourcing, AI curation, scheduled publishing, Human-in-the-Loop design, and LangGraph architecture.
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·3 min
Codex Powers Hedge Fund: Economic Analysis Cut from 2 Days to 30 Minutes
Balyasny Asset Management adopts OpenAI Codex and o3/4o models, cutting economic analysis from 2 days to 30 minutes with 97% daily active AI adoption.
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·2 min
Tsinghua and Zhipu Release Full-Stack Web Dev Benchmark: Top AI Models Fail Spectacularly
Tsinghua and Zhipu AI release a full-stack web dev benchmark with three difficulty levels. Top models like Gemini 2.5 Pro see scores plummet from 63 to 11.7 on full-stack tasks, exposing AI's real limits.
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·3 min
NestJS + LangChain: A Practical Guide for Frontend Engineers Transitioning to AI Full-Stack Architecture
How can frontend engineers transition to AI full-stack? This guide covers NestJS + LangChain, TypeScript fundamentals, AI Agent development, local model deployment, and cross-language architecture skills.
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·2 min
AI Coding Dependency: As Tools Get Stronger, Are Developers Getting Weaker?
Exploring the capability anxiety behind AI coding tool dependency. Analyzing the paradox of short-term efficiency vs. long-term skills, with strategies for developers to stay competitive in the AI era.
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·2 min
Claude Code: The Ultimate Beginner's Guide — A Deep Dive into the Open-Source Project That Hit 33K Stars in 3 Days
Deep dive into the viral Claude Code manual on GitHub (33K+ Stars): slash commands, memory system, MCP protocol, Hooks plugins, and how to build a full AI dev team.
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·4 min
Pi Coding Agent Deep Configuration Guide: A Complete Breakdown of Custom Tools, Sub-Agents, and the Skill System
A complete Pi Coding Agent configuration guide refined over two months, covering custom tools, sub-agents, persistent memory, security, and skill systems.
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·3 min
AI Era Survival Guide for Programmers: The Transformation from Code Producer to AI Orchestrator
In-depth analysis of AI programming's impact on traditional developers, covering Vibe Coding trends, the emerging FDE role, and how programmers can transform through business acumen and architectural thinking.
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·3 min
Claude Code Status Ambient Light: A Traffic Light System for Real-Time AI Programming Status
Build a traffic light system using Claude Code's Hooks callbacks to display real-time AI programming status via LEDs, light strips, and buzzers with serial communication on Zephyr RTOS.
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