A system designed to dynamically generate domain and customer-specific requirement capturing templates using AI. These templates are not pre-built but are created in real-time by a custom AI agent based on domain inputs, contextual variables, and user-provided responses. The data captured through these templates is used to train AI-driven Subject Matter Expert (SME) agents. These agents collaborate with code generation agents to create complete domain and customer-specific solutions, which are validated by human SMEs. This is an innovative product that redefines the SDLC resulting in improvement in service delivery in terms of turnaround time and efficiency.