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An architecture for engineering AI context
Ensuring reliable and scalable context management in production environments is one of the most persistent challenges in applied AI systems. As organizations move from experimenting with large language models (LLMs) to embedding them deeply into real applications,...
When Windows 11 sneezes, Azure catches cold
If you look at Microsoft as a collection of product lines, it is easy to conclude that Windows 11 and Azure occupy different universes. One is a client operating system that has irritated its users, confused administrators, and pushed hardware refresh cycles in ways...
Designing self-healing microservices with recovery-aware redrive frameworks
Cloud-native microservices are built for resilience, but true fault tolerance requires more than automatic retries. In complex distributed systems, a single failure can cascade across multiple services, databases, caches or third-party APIs, causing widespread...