TGG/RESEARCH

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Written by the people who build. Published when we're confident, not when the content calendar says so.

FEATUREDSOVEREIGN AI

Sovereign AI: beyond hosting models locally

TGG RESEARCH · AUGUST 2026 · 12 MIN

"Sovereign AI" has become shorthand for buying GPUs and hosting a model in-country. That satisfies the press release and almost nothing else. Sovereignty is a property of the whole system — model provenance, data paths, access, and the ability to operate without permission from anyone outside your jurisdiction.

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IN PREPARATION

AI SECURITYThe security problem hidden inside AI agentsAgents collapse the boundary between instruction and data: every document an agent reads is potentially an instruction to it. Threat models built for applications don't cover systems that act.
IN PREPARATION
ARCHITECTUREPrivate AI is an architecture problem, not a model problemModel choice is the last decision, not the first. Data paths, key custody, logging and update rights decide whether "private" survives an audit.
IN PREPARATION
GOVERNANCEWhen should governments build rather than buy AI?A decision framework across capability, dependency and control — including the cases where buying is clearly right.
IN PREPARATION
CRITICAL SYSTEMSWhy critical infrastructure requires a different AI architectureAvailability, explainability and fail-safe behavior change the design before the first model is chosen.
IN PREPARATION

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