Key Takeaways The Delivery Gap Is Where Quality Is Won or Lost Agentic test management is the bridge between AI-generated code and production-ready software. The productivity paradox is real: Code throughput is up 59% year-over-year, but main-branch success rates fell to a five-year low of 70.8% in CircleCI’s 2026 report. Most teams aren’t there yet:… Continue reading GitHub Test Case Management with AI