Industry IQ – QumulusAI
Microsoft’s introduction of the Maia 200 adds to a growing list of hyperscaler-developed processors, alongside offerings from AWS and Google. These custom AI chips are largely designed to improve inference efficiency and optimize internal cost structures, though some platforms also support large-scale training. Google’s offering is currently the most mature, with a longer production…
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Industry IQ - QumulusAI
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’…
Industry IQ - QumulusAI
NVIDIA Rubin Brings 5x Inference Gains for Video and Large Context AI, Not Everyday Workloads
NVIDIA’s Rubin GPUs are expected to deliver a substantial increase in inference performance in 2026. The company claims up to 5 times the performance of B200s and B300s systems. These gains signal a major step forward in raw inference capability. Mark Jackson, Senior Product Manager at QumulusAI, explains that this level of performance is…
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Why the Modern Data Center Is Forcing Communities and Policymakers to Rethink Infrastructure
Data centers have moved from largely invisible digital infrastructure to a highly visible source of public debate as artificial intelligence accelerates demand for power, fiber, and compute capacity. The modern data center is now being built closer to population centers to support low-latency services, bringing critical infrastructure into direct contact with residential communities for…
Inside the Spot Freight Shift: How Manifold Is Simplifying a Fragmented Logistics Market
The freight market is in the midst of a notable shift. With national tender rejection rates approaching 14% by the end of Q1, freight conditions have shifted back in carriers’ favor, often coinciding with increased activity in the spot market. At the same time, logistics teams are juggling an increasingly fragmented ecosystem of portals, emails,…
Healthcare’s 2026 Reality: Growing Workforce Gaps, Tiered Access, and the Rise of AI Support
Healthcare systems are entering 2026 under mounting pressure. A growing, aging population and rising disease burden are colliding with persistent workforce shortages—highlighted by projections that new cancer diagnoses in the U.S. will surpass two million this year alone. The stakes are no longer theoretical: delays in care, limited specialist access, and widening disparities are…
Policy, AI, and New Funding Models Are Reshaping Mental Health Care Delivery
Mental health care isn’t a new problem—but it’s finally being treated like an urgent one. After years of being sidelined, the cracks in the system are becoming impossible to ignore: overstretched clinicians, long wait times, and entire communities without consistent access to care. In the U.S., the scale is striking—more than one in five…
