#Codex API key configuration
554 related articles
·4 min
AI Coding Tools in Practice: Which Ones Actually Stuck with the Team?
A 12-person product team shares real-world experiences with Cursor, Codex, Claude Code, and CodeRabbit—exploring efficiency plateaus, scenario matching, and selection criteria for AI coding tools that actually stick.
Read more →
·4 min
From Solo Analyst to Team Data Platform: A Practical Guide to Leveling Up Your Tech Stack
How should a data scientist upgrade their tech stack when transitioning from IC to team lead? A phased roadmap covering Git, dbt, Snowflake, modern data stack, and generative AI.
Read more →
·4 min
Hands-On Skill Writing and Agent Testing: A Guide to AI Testing Transformation
An in-depth look at AI testing challenges. Learn to write reusable Skill packs and master Agent testing and LLM evaluation—covering the SKILL.md six-dimensional rule, skill-creator, EvalScope, and dataset selection.
Read more →
·3 min
Understand Anything: The AI Skill That Turns Code into Interactive Knowledge Graphs
Understand Anything is a high-star open-source GitHub skill that runs static analysis on any codebase and generates interactive knowledge graphs. It supports Claude Code, Cursor, Copilot and other agents, letting engineers ask questions in natural language with path references.
Read more →
·3 min
Understand Anything: The AI Skill That Turns Code into an Interactive Knowledge Graph
Understand Anything is a high-star open-source GitHub skill that performs static analysis on any codebase to generate an interactive knowledge graph, supporting Claude Code, Cursor, Copilot and more.
Read more →
·3 min
Understand Anything: The AI Skill That Turns Code into an Interactive Knowledge Graph
Understand Anything is a high-star open-source GitHub skill that performs static analysis on any codebase to generate interactive knowledge graphs, supporting Claude Code, Cursor, Copilot and more.
Read more →
·3 min
Hermes Agent in Practice: A Self-Evolving AI Agent Framework
Hermes Agent is a mature AI Agent framework with built-in Claude Code and Codex coding capabilities, supporting 200+ models, multi-platform deployment, and WeChat integration. Its layered memory and self-evolution features enable low-Token automated task execution.
Read more →
·4 min
AI Testing in Practice: A Complete Guide to Three Types of AI Tools and the New Paradigm of Test Development
A complete guide to the three core categories of AI tools in the testing era (personal assistants, CLI geek tools, AI IDEs), revealing the real challenges of AI test case generation and the new AI test development paradigm.
Read more →
·4 min
AI Testing in Practice: A Complete Guide to Three Types of AI Tools and the New Paradigm of Test Development
A comprehensive guide to three core AI tool types (personal assistant, CLI geek, AI IDE) in the testing era. Uncover the real challenges of AI test case generation and the new AI test development paradigm.
Read more →
·2 min
DeepSeek V4 Coming Soon; Meituan Open-Sources 1.6-Trillion-Parameter LongCat 2.0
DeepSeek V4 official release expected mid-July with peak/off-peak pricing; Meituan open-sources trillion-parameter MoE model LongCat 2.0 with million-token context; Cursor launches iOS app. A quick look at the latest AI industry news.
Read more →
·2 min
DeepSeek V4 Coming Soon, Meituan Open-Sources 1.6 Trillion Parameter LongCat 2.0
DeepSeek V4 launches mid-July with peak/off-peak pricing; Meituan open-sources trillion-parameter MoE model LongCat 2.0 with million-token context; Cursor debuts iOS app. A quick look at the latest AI industry news.
Read more →
·2 min
OpenCode: The Complete Guide to the Open-Source Coding Agent Chosen by 8 Million Developers
OpenCode has become the world's most popular open-source coding agent—8M monthly active developers, 75+ model providers, and custom sub-agent routing. This deep dive covers its core features, config tips, and business model.
Read more →
·1 min
How to Choose a Vibe Coding Tool? Agnes Code Hands-On: Generate an Android App from a Single Sentence
In the Vibe Coding era, AI coding tools are more accessible than ever. This hands-on review of Agnes Code shows how a single natural-language request generates an installable APK—no coding required. Compared with Codex and Claude Code across ease of use, closed-loop ability, and speed.
Read more →
·2 min
Ego Lite Review: AI Browser Automation That Won't Steal Your Mouse Focus
Ego Lite is a Chromium-based browser designed for AI collaboration. Through login state reuse and isolated Spaces, AI Agents autonomously handle web tasks, form filling, and data collection—ending the human-machine focus fight. Currently on macOS.
Read more →
·3 min
The AI Coding Landscape: Model Tiers, Tool Camps, and a Deep Dive into MCP/Skills/CLI
A systematic map of today's AI coding landscape: the evolution from ChatGPT to Claude Code, LLM capability tiers, tool camps like Cursor/Copilot, and the three key weapons of the Agent era — MCP, Skills, and CLI.
Read more →
·3 min
Installed Codex But Don't Know What to Build? Find Real Needs with the "Friction Point" Mindset
Installed Codex or Claude Code but don't know what to build? This real-world browser extension case reveals the core methodology of the AI coding era: start from your own and others' "friction points" to find projects worth doing.
Read more →
·3 min
Got Codex but Don't Know What to Build? Use 'Friction Point Thinking' to Find Real Needs
Installed Codex or Claude Code but don't know what to build? This hands-on browser extension case reveals the core methodology of the AI coding era: start from your own and others' 'friction points' to find worthwhile projects.
Read more →
·4 min
Complete Guide: Connecting DeepSeek and Other Chinese LLMs to Codex
No ChatGPT account? No problem. Learn how to connect DeepSeek and other Chinese LLMs to Codex using the Codex++ management tool — including Base URL setup, API Key creation, and token top-up.
Read more →
·3 min
OpenAI Releases GPT-5.6 and ChatGPT Work: The Era of Autonomous AI Has Arrived
OpenAI launches GPT-5.6 (Sol, Terra, Luna), ChatGPT Work, a new desktop app, and Sites hosting. AI evolves from a Q&A tool into an autonomous work partner for finance, file management, and more.
Read more →
·8 min
The Complete Guide to Agent Testing: Five Core Dimensions and Automation in Practice
An in-depth analysis of the five core dimensions of AI Agent testing: command safety, tool-calling accuracy, task planning, output consistency, and error self-repair. Master automated testing methods and the transition path for test engineers.
Read more →