Dell Technologies Inc. and its partner Advanced Micro Devices Inc. face similar competitive pressures. Both tech powerhouses operate in a business climate where success is now measured across central processing units, graphics processing units, rack-scale systems, memory capacity, network bandwidth and tokens per dollar.

The pressure to compete across those measures underscores what theCUBE Research has termed “Engineering Velocity.” Since the Dell Technologies World event in May, AMD and Dell have not slowed their pace of collaborations and announcements.

AMD and Dell are working to build enterprise AI infrastructure that can keep pace with changing workloads and customer requirements.

“In AI infrastructure, the winner may not be the company with the best benchmark on keynote day,” said theCUBE Research’s Dave Vellante. “It will more likely be the company whose engineering system learns, validates and improves the entire platform faster than anyone else.”

This feature is part of SiliconANGLE Media’s exploration of the architectural shifts powering continuous, production-grade AI. Be sure to check out theCUBE’s “Dell AI Data Platform Event: From Ambition to AI at Scale” and its past coverage of this year’s Dell Technologies World. (* Disclosure below.)