Quality Monitoring & Incident Response Framework is the flagship publication of the Professional Framework Series (Volume I, 2026 Edition). This practice-based framework presents a governance-driven operational framework for identifying, validating, prioritizing, investigating, and resolving quality events across complex operational environments. Developed from professional experience in assessment operations, quality governance, incident coordination, documentation, and AI-assisted analysis, the framework has been generalized for public dissemination while preserving its underlying systems design principles. Rather than presenting organization-specific implementation guidance or empirical research, this publication documents transferable operational concepts that practitioners, educators, researchers, and operational leaders can examine, adapt, and build upon across quality assurance, assessment systems, governance, operational intelligence, and continuous improvement initiatives. This Public Portfolio Edition forms part of an ongoing body of applied professional work focused on systems thinking, operational governance, quality improvement, assessment systems, professional learning, and responsible technology. Professional Framework SeriesFramework Paper 01Identifier: PFS-2026-01 Author:Saheli BasuFounder, SysteMetic This publication represents one of the foundational public releases in the Professional Framework Series and reflects the systems-thinking approach that later informs the SysteMetic professional learning ecosystem, including publications, implementation resources, field guides, and structured learning programs.