Explore how to identify CI bottlenecks, reduce flaky test reruns, and measure improvements in build speed, reliability, and compute costs as AI-assisted development scales.

Examine how agentic development changes code comprehension and accountability, why implementation reasoning matters, and what increasingly precise specifications could mean for the software your team owns.

Explore how coding agents use delivery context, pipeline feedback, and automated checks to address failures, with human oversight and guardrails built into the process.