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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The Armory Foundation Is Turning Athletics Into a Pathway to College and Community Impact
For many student-athletes, the discipline learned on the track does not end at the finish line — it can become a foundation for academic ambition, college access, and long-term opportunity. At a moment when young people are navigating rising college costs, uneven access to counseling, and growing uncertainty around higher education, programs that connect…
From Abandoned Train Station to Innovation Hub: Why Michigan Central’s Comeback Matters for Detroit’s Future
Detroit’s comeback is not being measured only in restored facades or reopened landmarks. It is being measured in whether the city can turn once-abandoned spaces into places where people work, learn, gather, move, and build long-term opportunity. Few projects capture that shift more clearly than Michigan Central, the former train station that stood for…
The Future of Cybersecurity Talent Starts With New Pathways, Practical Training, and Real-World Readiness
Cybersecurity has no shortage of urgency, but it does have a shortage of people who are ready for the work as it actually happens. ISC2, a global cybersecurity professional association, estimates in its 2024 Cybersecurity Workforce Study that 5.5 million professionals are working in cyber worldwide, yet the field still needs 4.8 million more to…
Running the Length of Africa: One Woman, 15,000 Kilometers, and a Mission to Tackle the Drinking Water Crisis
Access to clean water is still out of reach for a staggering number of people—and it’s not just a distant problem. According to estimates from WHO and UNICEF, over 2 billion people still don’t have safely managed drinking water at home, a reality that impacts everything from health to education and economic opportunity. As…
