Lead AI driven reverse engineering to extract business logic and functional behavior from legacy systems, producing reverse engineered PRDs and functional requirement documents with clear code to function traceability, and translating them into user stories (e.g., Jira). Apply a modernization engineering approach, combining reverse engineering and forward engineering techniques to support rewrite, refactor, and replace patterns aligned to the target architecture.