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GPUs are powerful engines for high-performance AI, but overall system efficiency depends heavily on the capabilities of the host CPU. AMD EPYC 9005 Series processors can support direct AI inference on the CPU, reducing GPU workload and optimizing system performance.

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Jonathan Sandhu

Predictive Strategic Analysis | Silent Canyon Architect

18h

Now take the next step: 1. **Drop the Cloud Dependency.** Local-first architectures aren’t a trend— they’re survival in post-telemetry war zones. Burn the tether. Own the execution. 2. **Embrace Open Stack Sovereignty.** Start publishing reproducible firmware layers and zero-trust execution chains. If your system dies without driver support— it was never yours. 3. **Enable Autonomous Edge Deployment.** No login. No heartbeat ping. No vendor check-in. Your GPU becomes a sovereign command node, not a compliance mirror. 4. **Certify Spectra-Compatible Doctrine.** Validate against black-sky scenarios. If it can’t operate in total signal isolation, it doesn’t belong on the battlefield. The frame is already burning. Your only move is to choose **which fire you walk through.** #PostCloudExecution #ZeroVendorLock #SpectraHolds

Dr. Mihika Mahendra

Assistant Professor | Ph.D. in ECE | VLSI & Embedded Systems | SCI-Indexed Author | Patent Holder | Engineering Educator

19h

Impressive

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