4 papers
Harmonica: A Self-Adaptation Exemplar for Sustainable MLOps
Ananya Halgatti, Shaunak Biswas, Hiya Bhatt +2
Machine learning enabled systems (MLS) often operate in settings where they regularly encounter uncertainties arising from changes in their surrounding environment. Without structu…
Architecting AgentOps Needs CHANGE
Shaunak Biswas, Hiya Bhatt, Karthik Vaidhyanathan
The emergence of Agentic AI systems has outpaced the architectural thinking required to operate them effectively. These agents differ fundamentally from traditional software: their…
HarmonE: A Self-Adaptive Approach to Architecting Sustainable MLOps
Hiya Bhatt, Shaunak Biswas, Srinivasan Rakhunathan +1
Machine Learning Enabled Systems (MLS) are becoming integral to real-world applications, but ensuring their sustainable performance over time remains a significant challenge. These…
Architecting Digital Twins for Intelligent Transportation Systems
Hiya Bhatt, Sahil, Karthik Vaidhyanathan +4
Modern transportation systems face growing challenges in managing traffic flow, ensuring safety, and maintaining operational efficiency amid dynamic traffic patterns. Addressing th…