AI Code Review at Scale: How OpenAI’s Codex Reviewer Earns Developer Trust
19 days ago 高效码农A Practical Approach to Verifying AI-Generated Code at Scale: Lessons from OpenAI’s Codex Reviewer Core question this post answers: When AI can write code far faster than humans can review it, how do we build a verification system that engineers actually trust and use every day? On December 1, 2025, OpenAI published one of the most concrete alignment progress updates of the year: a detailed case study of the dedicated code-review agent shipped with GPT-5-Codex and GPT-5.1-Codex-Max. This isn’t a research prototype — it’s running on every internal pull request at OpenAI, used proactively by engineers via the /review CLI …
How to Automate Your GitHub Workflow: Practical Gemini AI Integration Guide
4 months ago 高效码农Bring Google Gemini into Your GitHub Workflow: A Practical, No-Hype Guide Written for junior-college graduates and busy professionals who want working code, not buzzwords. Why Let AI Live in Your Repository? Picture this Monday morning: You open a pull request (PR). No one reviews it for hours. Issues pile up with titles like “help” and “it’s broken.” You need unit tests but the deadline is tomorrow. run-gemini-cli is an open-source GitHub Action that drops Google Gemini directly into your repo. It can: Review every PR the moment it is opened. Triage issues by adding labels and next-step suggestions. Answer questions …