Privacy Architecture
Confidentiality Obligations as an Architectural Constraint on AI Assistant Selection
Confidentiality duties constrain AI tool selection, not vendor promises alone.
Marcus Leu
· 8 min read
The Inference Cost
Privacy Architecture
Vendor-Blind AI Infrastructure Where Prompt Confidentiality Is Architecturally Enforced
Hardware-enforced confidentiality keeps enterprise prompts private from cloud operators and routers.
Priya Subramaniam8 min read
Policy & Regulation
EU AI Act Provisions on Data Governance and Their Enforcement Limits
National enforcement gaps and supply chain opacity limit how much regulators can verify.
Priya Subramaniam9 min read
Privacy Architecture
Which AI Assistants Are Architecturally Safe for Client-Confidential Work in Law and Accounting
On-premise tools and enterprise contracts keep confidential work safe from third-party access.
Tomasz Wierzbicki9 min read
Privacy Architecture
Closing the Operator Access Gap That Encryption at Rest and in Transit Leave Open
Hardware-enforced isolation protects sensitive data during computation when encryption alone cannot.
Tomasz Wierzbicki8 min read
Privacy Architecture
On-Device AI Inference and the Data Exposure It Eliminates
Keeping AI processing local prevents sensitive data from reaching vendor servers.
Priya Subramaniam9 min read
Policy & Regulation
State Privacy Laws and Their AI Coverage Gaps
Most state AI laws target specific uses while missing broad algorithmic profiling.
Deja Okonkwo-Harris8 min read
Policy & Regulation
The Absence of a US Federal AI Privacy Law
Congressional gridlock leaves states to set AI privacy rules.
Tomasz Wierzbicki9 min read
Policy & Regulation
Why GDPR Has Not Stopped AI Training Data Abuse in the EU
GDPR's legal framework crumbles when personal data scales into AI model weights.
Priya Subramaniam9 min read
Policy & Regulation
AI Provider Terms of Service and the Consent Theater Problem
Unilateral terms and dark patterns let AI providers claim consent while users lack genuine choice.
Deja Okonkwo-Harris9 min read
Policy & Regulation
What Independent Security Researchers Say Actual AI Privacy Regulation Would Require
Researchers say real AI privacy rules must target inference-stage attacks, not just data collection.
Tomasz Wierzbicki10 min read
Policy & Regulation
Government Demands for AI Provider User Data
Warrants for AI data remain legally unsettled and inconsistently enforced.
Deja Okonkwo-Harris10 min read
