software engineering
5 Experiment Rigs vs Old Labs - Double Developer Productivity
The five experiment rigs - cloud-native test harness, containerized CI/CD sandbox, AI-assisted code reviewer, real-time metrics dashboard, and automated rollback controller - can cut A/B cycle time by roughly 50 percent, effectively doubling developer productivity over traditional lab setups. The New Experiment Design Cuts A/B Cycle Time