Topic: resource management

From Monoliths to Microservices to AI-Native: The Next Evolution of Distributed Systems

The architectural patterns that powered the microservices revolution are showing their age. When my peers and I began designing distributed systems for companies like Cisco, Amazon, and Palo Alto Networks, we optimized for stateless, horizontally scalable services with predictable resource consumption.  AI workloads follow a different set of rules. Transformer architectures demand frequent synchronization of … continue reading

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