30 to 70 PRs a Day: How We Managed to Not Wreck Our Systems
Summary
The Honeycomb engineering team describes how they nearly doubled productivity by increasing PR throughput using AI, while maintaining stability through defensive design and observability. It covers three adoption phases, the rise of autonomous AI workflows, and the importance of substrate and governance to scale AI-assisted development—citing Intercom’s auto-approval approach for context.