Understand how our Backstage Software Catalog — which tracks ownership, dependencies, and other component metadata across thousands of repositories — gives AI agents the structured context they need to navigate your ecosystem on their own.

See how Spotify evolved from golden paths, to deterministic code transformations, to background coding agents capable of building new features in one shot — or executing complex fleet-wide migrations.

Learn how Honk's verification loop wraps every coding task in a harness of linting, compiling, and testing — feeding errors back to the agent to self-correct within a set number of iterations — so that even across a thousand repos, every change lands with a green build and passing tests.