The future of infrastructure resiliency starts with modernization

By Dustin Ward

Why infrastructure resiliency is essential for modern applications and AI workloads Organizations today face constant pressure to modernize; business-critical applications are being transformed, AI workloads are becoming foundational to business operations, and infrastructure environments continue to grow in complexity. Yet modernization only succeeds when organizations have confidence that their applications, data, and infrastructure can withstand…

Two zones or three? A design framework for zone-resilient Azure workloads

By Dustin Ward

Takeaway: Zone resiliency isn’t a single number you apply to a whole workload. The useful question isn’t “how many zones?” but “how many zones does each component need to survive the loss of one?” Decide zone patterns component by component, use service-managed zone redundancy wherever it fits, and reserve three-zone designs for the components that…

Beyond the benchmark: How an adaptive approach drives scientific discovery

By Dustin Ward

For research and development (R&D) organizations, the promise of agentic AI is not a better one-time answer. It is a new way to explore complex scientific and engineering problems: pursuing multiple hypotheses, validating them against evidence, learning from what does not work, and adapting their approach as new information becomes available. This unique nature of…

Enterprise AI transformation relies on the end-to-end platform: Azure was built for this moment

By Dustin Ward

Summary The recognition for Microsoft over the past couple of weeks comes down to models, infrastructure, data, applications, and developer tools working as one system when AI moves into production. Enterprise AI is moving into production, and our customers are becoming multi-model. Organizations will use frontier models where capability matters, and smaller, specialized, and open-weight…