Most organizations aren't building on greenfield applications. They're building on decades of accumulated code, integrations, and undocumented business logic.

As AI becomes a core part of software delivery, teams face a new challenge: how do humans and AI agents work effectively in systems nobody fully understands?

This session explores the hidden costs of system ambiguity, compares common approaches to understanding legacy environments, and discusses how organizations can create a persistent intelligence layer with CoreStory that enables safer modernization, faster onboarding, and more confident AI-assisted development.