#STATE_SYNC
86 related articles
·2 min
AI Finishes Writing Code, Automatically Strikes a Gong to Alert You: Open-Source Physical Feedback Tool DAgent
A developer built a physical feedback device with chopsticks and a small gong that auto-strikes when AI finishes coding. Now open-sourced as DAgent, it also simulates IPO bell-ringing when creating new files.
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·4 min
Real-World Comparison of Chinese AI Coding Models: Which One Best Generates a Complete E-Commerce System in One Shot?
Real-world test of six Chinese AI coding models — Qwen 3.7 Max, DeepSeek V4 Pro, MiniMax M3 and more — generating a complete e-commerce system, scored on UI, checkout flow, and backend management.
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OpenAI Codex Launches Build iOS Apps P…
·2 min
OpenAI Codex Launches Build iOS Apps Plugin: Enabling a Complete Write-Preview-Test Loop
OpenAI Codex launches Build iOS Apps plugin with in-app browser testing, SwiftUI preview, and hot reload, enabling a complete write-preview-test workflow for iOS development.
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Product Reviews·3 min
Multica Open-Source Platform: A Self-Hosted Solution for Unified Management of Multiple AI Coding Agents
Deep dive into Multica, an open-source Agent management platform for coordinating Claude Code, Codex, and other AI coding assistants as unified team members with self-hosted deployment.
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Tutorials·1 min
Getting Started with Agent Development: 3 Agent Types × 8 Core Mechanisms Fully Explained
A complete breakdown of AI Agent development: 3 agent types (autonomous, collaborative, orchestration-based), 8 core mechanisms, a 5-stage learning path, and framework selection guidance.
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Tutorials·2 min
Complete Codex Registration Guide: From Account Creation to Phone Verification
Complete guide to OpenAI Codex registration: solving verification mismatch and phone verification issues. Covers ChatGPT website signup, Codex login, and SMS platform verification.
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Tech Frontiers·3 min
Windsurf Rebrands as Devin Desktop: A Complete Breakdown of the Multi-Agent Collaborative IDE Platform
Windsurf rebrands as Devin Desktop with Agent Command Center for multi-agent management, open-source ACP protocol, and a Rust-rewritten local Agent. Full breakdown of the upgrade and platform strategy.
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Deep Dives·3 min
How Multi-Agent Teams Solve AI Hallucination and Make AI Reliable
Deep analysis of how multi-agent architecture solves AI hallucination. From context rot to adversarial debate mechanisms, see how Anthropic, xAI, and Kimi reduce hallucination rates from 12% to 4.2%.
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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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Product Reviews·3 min
Cursor + Claude 3.7 Sonnet Coding Test: Four Side-by-Side Comparisons Reveal Stunning Improvements
Hands-on comparison of Claude 3.7 Sonnet vs 3.5 in Cursor across four front-end tasks, revealing dramatic improvements in requirement understanding, UI aesthetics, and multimodal recognition.
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Tech Frontiers·1 min
SGLang Hosts Agent Loops Office Hour, Focusing on Agentic Loop Architecture Optimization
SGLang team hosts an Agent Loops Office Hour exploring inference optimization for agentic loops, covering KV Cache reuse, low-latency multi-turn dialogue, and tool calling techniques.
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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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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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Tech Frontiers·2 min
Claude Opus 4.8 Deep Dive: Honesty Matters More Than Benchmarks
Claude Opus 4.8 core upgrade: code bug oversight rate reduced 4x, model becomes more honest. Covers Dynamic Workflows parallel orchestration, Claude Code quota reset, effort control, and upcoming Miscells model.
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Tutorials·2 min
Claude Code Sub-Agent: A Practical Guide to Multi-Agent Collaboration for Enhanced Development Efficiency
Deep dive into Claude Code Sub-Agent mechanism with a practical blog writing + Git commit case study, showing how multi-agent collaboration solves instruction loss and context bloat issues.
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Tutorials·3 min
From Programmer to Agent Developer: A Detailed Four-Stage Learning Roadmap
A systematic four-stage learning roadmap for programmers transitioning to AI Agent development, covering core theory, ReAct and classic paradigms, Prompt engineering, and hands-on projects.
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Product Reviews·2 min
The Truth Behind Windsurf's "Unlimited Credits" Hack: Shared Account Pool Rotation Mechanism and Risk Analysis
Deep analysis of how Windsurf's "unlimited credits" actually works—third-party plugins rotate shared account pools, not an official bug. Covers mechanisms, security risks, and safer alternatives.
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Product Reviews·3 min
Trae Solo In-Depth Review: Is ByteDance's Free AI Coding Tool Actually Usable?
In-depth review of ByteDance's Trae Solo free AI coding tool, evaluating token quotas, 6-project concurrency, cross-platform sync, and model quality for domestic individual developers.
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Tutorials·2 min
Claude Code + PRD + Figma: A Complete Method for One Person to Build Enterprise-Level Frontend Prototypes
A complete guide to using Claude Code Plan mode, PRD five key elements, and Figma client to build enterprise-level frontend prototypes solo — no MCP required.
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Tech Frontiers·1 min
6 Developer Tools You Should Know: AI Debugger, Email Client & Agent Sandbox
6 curated developer tools: Dev3000 AI panoramic debugger, Cloudflare Agentic Inbox, GH Dashboard, Animate Icons, Acme V2 TypeScript IaC, and Telode AI Agent sandbox.
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