#coding agent setup
568 related articles
·2 min
Hermes MoA Multi-Model Collaboration: A Real-World Test of Quality Leaps on Complex Problems
Real-world test of Hermes 0.18 MoA (Mixture of Agents): multiple models collaborate, advisors answer independently, a decision-maker synthesizes. Covers setup, speed, cost trade-offs, and best practices.
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·3 min
Claude Code for Test Engineers: 8 Practical Tips to Genuinely Boost Testing Efficiency
How can test engineers truly boost productivity with Claude Code? This guide covers test Skills, Hooks automation, MCP integration, and two hands-on cases you can use today.
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·3 min
Complete Codex Practical Guide: From Getting Started to Enterprise-Grade AI Programming
Master OpenAI Codex end-to-end: CLI setup, slash commands, AGENTS.md design, MCP protocol, multi-agent coordination, and enterprise plugin development.
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·3 min
Multi-Repo Microservice Development: The Workspace-Level Configuration Gap in AI Agents
Explore why AI agent tools (Codex, Claude Code, Gemini) lack workspace-level config for multi-repo microservice dev, and discover practical solutions like symlinks, custom paths, and cascading config.
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·2 min
Getting Started with Coze AI Agent Development: A Complete Beginner's Guide
Coze is ByteDance's low-code AI agent platform with rich built-in plugins and a beginner-friendly Chinese interface. Learn features, pricing, Coze vs Dify comparison, and how to get started.
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·3 min
Getting Started with Claude Code: Full Project Context Understanding and Why It Beats Cursor and Trae
Claude Code is Anthropic's local AI coding assistant that reads your entire project context, auto-debugs, and outperforms Cursor and Trae on accuracy. Learn why.
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·4 min
Hands-On with GPT-5.6: A Single Prompt Builds a Real-Time Voice Anime App
Hands-on with GPT-5.6 Sol: auto-generate real-time voice anime characters from one prompt, write physics engines from scratch, and build unfamiliar toolchains autonomously. In-depth review of coding, agentic tasks, benchmarks, and its hallucination weakness.
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·4 min
Getting Started with LangChain: LLM Limitations, Agent Principles, and Environment Setup in Practice
An in-depth look at LangChain's core value: the three limitations of LLMs, unified model interfaces, modular architecture, configuring the DeepSeek API, and understanding the SystemMessage/HumanMessage/AIMessage/ToolMessage system to build a foundation for Agent development.
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·5 min
Maximizing Codex Weekly Quota: A Complete Guide to Goal Commands and Long-Running Agent Configuration
Master Codex's Goal command mechanism. Use five standard project settings—agents.md, context.md, active-context and more—to solve context forgetting and hallucination in long-running Agents and maximize your weekly quota.
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·3 min
Adversarial RL: Why Are Critic Attacks Stronger in Multi-Agent Environments?
The classic Zhang et al. paper says Critic attacks are weaker than Actor attacks, but an experimenter observed the opposite in multi-agent PPO. This article dives into SA-MDP, continuous action spaces, and multi-agent non-stationarity in adversarial RL.
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·7 min
Unity Custom MCP Tool Development Guide: Enabling AI Agents to Precisely Control the Editor
Learn how to develop custom tools based on the Unity MCP Relay Server, enabling AI agents like Cursor to directly control the Unity editor. Covers setup, tool building, parameter validation, and MCP Pro comparison.
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·4 min
Testing a Research Automation Agent: Zero-Shot Reproduction of a NeurIPS Paper End-to-End
Testing research automation agent Klaus Goh: full reproduction of IBM's TTM time series paper at NeurIPS—from search to zero-shot inference, 2700+ predictions in 10 seconds, MSE 0.363 beating TimesFM.
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·5 min
ChatGPT Work Officially Launches: How GPT-5.6 Is Reshaping the Way You Work
OpenAI launches the GPT-5.6 model family (Sol/Terra/Luna) and ChatGPT Work, enabling automated financial analysis, local file operations, Codex coding, and cross-app workflows—AI officially becomes a real work partner.
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·3 min
Building a Local AI Coding Agent on Mac: A Complete Guide with Ollama, OpenCode, and MCP
A complete guide to building a local AI coding agent on a 32GB Mac: Ollama for local inference, OpenCode as the agent framework, and MCP memory servers for cross-session context. Code stays on-device, no subscription fees.
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Local Coding Agents in Practice: A Com…
·6 min
Local Coding Agents in Practice: A Complete Guide to Replacing Your Claude Subscription with Open-Source Models
An in-depth look at local coding agents—core concepts, advantages, and real challenges. Compare against Claude Code and learn to build a zero-subscription, private AI coding workflow with open-weight models.
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·5 min
Getting Started with LangChain: LLM Invocation, Agent Practice, and Environment Setup Guide
Starting from the three limitations of LLMs, this guide systematically explains LangChain's core positioning, environment setup, API key prep, model init, and the message system. Learn init_chat_model and AIMessage/HumanMessage/SystemMessage.
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·4 min
How Background AI Agents Can Automatically Maintain All Your Repositories on a Schedule
OpenInspect's Multi-Repo Automations lets AI coding agents maintain up to 10 repositories on a schedule simultaneously — isolated sessions, independent PRs, and fault-tolerant execution for security sweeps, dependency upgrades, and framework migrations.
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·7 min
Complete Guide to Installing and Deploying Claude Code: Configure Your AI Coding Tool from Scratch
A detailed walkthrough of the full Claude Code installation process: environment setup, npm installation, proxy configuration for networks in China, API integration, and CC Switch provider management—helping beginners quickly get started with this AI coding tool.
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·3 min
OpenAI Codex in the Cloud: Exploring Codebases, Auto-Coding, and Generating PRs End-to-End
A deep dive into OpenAI Codex's cloud workflow: using a Next.js project to demo Ask/Code modes, auto-generating Pull Requests, and locally verifying merges for AI-assisted development.
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·7 min
Codex Direct Connection Configuration Guide for China: Complete GPT Agent Setup Tutorial
Complete guide for configuring OpenAI Codex Agent in China, covering installation, API key setup, permission modes, reasoning intensity, and security considerations for third-party relay services.
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