Ai Architecture

Enterprise AI's center of gravity shifts from models to orchestration, governance, and ROI clarity

CIOs are moving past model selection. The real enterprise AI battles of 2026 are being fought at the orchestration layer, the CFO's desk, and the architecture l

A Practical Guide to Modern AI Architecture, Workflow-First Thinking, and Scalable Business Value

Artificial intelligence has already moved beyond the hype cycle and into the day-to-day reality of business operations. Companies across industries are rushing to integrate AI into their workflows, but many are running into the same challenge: it’s relatively easy to build something that works in a demo, and much harder to make it reliable…

Visibility at Scale: How Data, Telemetry, and IT Architecture Enable High-Performance Data Centers

As AI infrastructure scales at an unprecedented pace, the complexity of managing data center operations has shifted from purely physical challenges to deeply digital ones. Today’s facilities generate enormous volumes of telemetry, and industry estimates suggest hyperscale and AI data centers produce millions of data points per second. At that scale, visibility is no…

OpenAI–Cerebras Deal Signals Selective Inference Optimization, Not Replacement of GPUs

OpenAI’s partnership with Cerebras has raised questions about the future of GPUs in inference workloads. Cerebras uses a wafer-scale architecture that places an entire cluster onto a single silicon chip. This design reduces communication overhead and is built to improve latency and throughput for large-scale inference. QumulusAI Senior Product Manager Mark Jackson says Cerebras’…

Shaping the World of Education: The Broadband Industry’s Impact on Academia, Part 1

In this episode of Wavelengths, the Amphenol Broadband Solutions podcast, host Daniel Litwin sits down with Chuck Girt, Chief Technology Officer at FiberLight, to explore how broadband innovation is shaping the future of education. As schools embrace 1:1 devices, cloud-based curriculum, and even emerging AI-driven learning tools, their networks are under more pressure than ever….

Applied Digital’s Data Center Design for a 100 MW AI Factory Built from the Ground Up

AI workloads are redefining the limits of data center design and infrastructure. Legacy data centers, built for traditional co-location, cannot handle the density, thermal demands, or power dynamics of accelerated computing. The AI boom has upended the data center sector, forcing a rapid shift to liquid-cooled racks as facilities pivot from sub-10kW racks to…

AI-Generated Designs Are Letting Architects Unlock New Forms of Creativity. How Should They Deploy It?

Generative AI in architecture is already evolving architectural workflows, and the creative results are proving themselves in real time. Tools like ChatGPT and Midjourney are acting as a dynamic platform for concept design and visual brainstorming, enabling the synthesis of diverse architectural styles and historical influences into fresh and innovative ideas. There’s still a lot…