Author: Amit Kumar Ray

Amit Kumar Ray is a Senior Principal Architect at Palo Alto Networks with nearly 20 years of experience in software engineering and distributed systems.

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From Monoliths to Microservices to AI-Native: The Next Evolution of Distributed Systems
ByAmit Kumar Ray March 4, 2026March 3, 2026

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

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

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