Blog
Notes on private AI inference.
Plain-English guides for teams who care where their prompts go. Practitioner-level, vendor-honest, no marketing fluff.
Latest
Guide8 min read
LLM Security Posture Management: A Technical Guide for Regulated Environments
LLM security posture management for regulated teams: pillars, HIPAA/GDPR routing, runtime enforcement, and how it differs from traditional CSPM.
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Guide8 min read
Securing Your LLM Supply Chain in 2026: A Technical Guide to Third-Party Risks
LLM supply chain security in 2026: verify model provenance, block data poisoning, secure plugins, and audit third-party AI dependencies before they reach production.
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Guide7 min read
OWASP Top 10 for LLMs in 2026: A Technical Deep Dive for Regulated Industries
A technical breakdown of the OWASP Top 10 for LLM Applications in 2026, with mitigations for HIPAA, GDPR, and nFADP environments including per-request PHI gates and audit trails.
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How To7 min read
Implementing LLM Access Control in Multi-Tenant SaaS: A 2026 Technical Guide
A practical 2026 guide to LLM access control in multi-tenant SaaS, covering RBAC vs ABAC, API gateway enforcement, PHI gates, and audit trails for regulated workloads.
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Guide10 min read
Choosing the Right LLM De-Identification Strategy: Redaction, Pseudonymization, or Tokenization?
Redaction, pseudonymization, or reversible tokenization? A practitioner's guide to picking LLM de-identification strategies for HIPAA, GDPR, and nFADP workloads.
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Guide7 min read
Homomorphic Encryption for LLM Inference: A 2026 Reality Check for Regulated Industries
Homomorphic encryption for LLM inference in 2026: a vendor-honest reality check comparing FHE and TEEs for regulated industries, with performance trade-offs and architecture guidance.
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Guide7 min read
Reversible PHI Masking for LLMs: A Technical Guide to Balancing Utility and Privacy
Reversible PHI masking lets LLMs reason over protected health data by swapping identifiers for tokens, then restoring originals in the reply. A guide to the pipeline, clinical NER, and production limi
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Guide10 min read
LLM Data Leakage Prevention in 2026: A Technical Guide to Protecting PHI and PII
Mechanisms to stop PHI and PII leaking through LLM calls in 2026: prompt sanitization, output filtering, per-request PHI gates, residency, and audit trails.
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Guide9 min read
Implementing Robust Audit Trails for LLM API Calls in Regulated Environments
Implement robust LLM API audit trails for HIPAA, GDPR, and regulated environments. Capture per-request metadata, hash-chain for immutability, integrate with SIEM. Practical engineer's guide.
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Guide8 min read
Zero-Trust Architecture for LLM APIs: A 2026 Implementation Guide for Regulated Industries
Zero trust architecture for LLM APIs: per-request PHI gates, request/response headers, curl examples, and build-vs-buy guidance for regulated teams in 2026.
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Guide7 min read
Confidential Computing for LLMs in Regulated Industries: A Technical Deep Dive
Confidential computing for LLMs in regulated industries: how TEEs protect PHI in use, GPU confidential computing, attestation, and performance overhead.
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Guide10 min read
LLM Data Anonymization in 2026: Techniques for PHI, PII, and Regulated Workloads
A 2026 technical guide to LLM data anonymization: per-request PHI gates, PII redaction at the gateway, synthetic data, differential privacy, and audit logging.
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Guide10 min read
Data Residency for LLMs in Europe: A 2026 Technical Deep Dive into GDPR and the EU AI Act
LLM data residency in Europe in 2026: how GDPR Chapter V, the EU AI Act and the US CLOUD Act shape where your prompts actually run — and how to verify it.
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Comparison8 min read
On-Premise vs. Cloud LLMs for Regulated Data: A 2026 Comparison Guide
On-premise vs cloud LLMs for regulated data in 2026: data sovereignty, BAAs, residency, CLOUD Act exposure, cost, and hybrid routing compared.
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How To9 min read
Implementing Per-Request PHI Gates for LLM APIs: A How-To Guide
A step-by-step guide to per-request PHI gate LLM routing: detection, redaction, headers, audit trails, and proving no PHI reaches an unapproved model.
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Guide6 min read
Navigating OpenAI's HIPAA-Eligible Offerings in 2026: A Guide for Healthcare Innovators
OpenAI HIPAA compliant 2026: what actually signs a BAA, where PHI can go, and how to route prompts securely without overclaiming compliance.
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Comparison7 min read
LLM Routers and AI Gateways for Regulated Industries: A 2026 Comparison
LLM routers and AI gateways for regulated industries compared for 2026: HIPAA BAA, GDPR/nFADP, PHI routing, and how to choose between managed and self-hosted options.
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Guide5 min read
HIPAA Compliant LLM APIs: A 2026 Guide to Secure PHI Handling
Learn how to secure PHI with HIPAA compliant LLM APIs in 2026. Discover BAAs, zero-retention inference, and vendor checklists for healthcare teams.
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