Orchestrating AI Code Review at scale

This post details the architecture and implementation of an AI-powered code review system at Cloudflare. It describes the use of a CI-native orchestration system built around OpenCode, employing specialized AI agents for security, performance, code quality, documentation, release management, and compliance. The system utilizes a plugin architecture for flexibility, processes output via JSONL, and includes mechanisms for real-time processing, error handling, and user feedback to manage LLM thinking time. The core contribution is the engineering approach to integrating LLMs into the critical path of the CI/CD pipeline for automated code review.