How Harness Engineering Implements AI Engineering in Existing Projects

Integrating AI into existing projects isn’t about adding a few skill files—it’s about establishing a stable interface: where AI understands the project, what capabilities it can access, when to halt due to unsatisfied external dependencies, and what to share across projects versus keep project-specific.