Key Insight : This is Part 2 of a two-part series on how mabl built a system for AI agents to ship real code across 100+ repositories. Part 1 ( click here to read ) covered the three infrastructure layers we built to give agents the context, tools, and guardrails they need to work safely at scale. Here, we get into how agents actually use that system, and what we’ve learned in production.