Resources

Resources

Insights, reports, and guides on sovereign AI infrastructure. Written for practitioners and decision-makers navigating the private AI landscape.

Thinking clearly about
private AI

Technical depth without the hype. Our team writes about what we see building production AI infrastructure for regulated enterprises.

Architecture July 2025
Why GPU Isolation Matters More Than Encryption for Enterprise AI

Encryption is necessary but not sufficient for AI security. We examine why physical GPU isolation — not just logical separation — is the critical security control for enterprises processing sensitive data in AI workloads. Includes analysis of side-channel attack vectors on shared GPU infrastructure.

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Compliance June 2025
HIPAA and AI: A Technical Guide to Compliant PHI Processing

Healthcare organizations are deploying AI for clinical documentation, imaging analysis, and care optimization — but HIPAA creates specific technical requirements that most AI cloud providers cannot meet. This guide maps HIPAA's technical safeguards to AI infrastructure design decisions.

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Open-Weight Models May 2025
LLaMA 3 vs. GPT-4: The Case for Open Weights in Enterprise AI

Open-weight models have closed the capability gap with proprietary APIs — but the more important story is what you gain beyond capability: weight ownership, fine-tuning freedom, zero inference logging, and deployment on your own infrastructure. We break down the real trade-offs for enterprise decision-makers.

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Strategy April 2025
The Total Cost of AI Sovereignty: Build vs. Buy vs. Partner

Many enterprises assume private AI infrastructure is cost-prohibitive. We model three approaches — internal build, hyperscaler configuration, and purpose-built sovereign AI provider — across a realistic enterprise workload profile. The results challenge common assumptions about the price of control.

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