Beyond Operational Obsolescence: The New Paradigm of IT Management in the AI Era
Cisco, Wednesday, September 30th, 2026
Cisco says static, annual-update IT operating models have become a systemic risk as AI and hybrid infrastructure accelerate.
The post describes 'operational obsolescence', where operations and maintenance processes built for static, manually controlled environments can no longer keep pace with modern hybrid architectures.
Traditional practice of testing, deploying and then minimizing change through annual or semi-annual updates is no longer adequate, as AI adoption and multi-domain complexity have reshaped the threat landscape.
Cisco argues legacy management models now pose a systemic risk to operational continuity and innovation.