A
system and method for generating structured
software application specifications through multi-phase conversational dialogue is disclosed. The
system implements multiple specialized AI agents including a framework generation agent, an interactive coaching agent, specialized
capsule agents for analyzing different concern categories, and a specification coaching agent. During Phase 1, the
system conducts exploratory dialogue using a tailored question framework while detecting and storing user concerns in structured
capsule entries. Concern injection into the dialogue is strategically timed based on algorithmic evaluation of cooldown periods and user
sentiment analysis. During Phase 2, the system conducts comprehensive concern resolution dialogue and generates a final specification in structured
JSON format with explicit
traceability linking requirements to source conversations and concern resolutions. The system solves technical problems of preserving concern context across conversation phases, optimizing injection timing to avoid overwhelming users, and generating
machine-readable specifications suitable for automated
downstream processing.