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Honeycomb's engineering team more than doubled peak daily merges from ~30 to ~74 using AI tools like Claude Code, with AI-attributed code rising to 82.6% by June 2026, while managing incidents proportionally. They share practices like continuous delivery, fast CI, and observability that amplified with AI.
Jenkins is a leading open-source automation server built with Java, used for CI/CD, testing, deployment, and automating development workflows.
Argo CD is a declarative GitOps continuous delivery tool for Kubernetes, enabling automated application deployment and lifecycle management.