Tag: LLM Security

4 articles

• LLM Confidential Inference in Production: GPU Remote Attestation, Key Release on Proof, and Evidence Chain for Sensitive Data

  This article provides a production architecture deep dive into how LLM confidential inference uses CPU/GPU Trusted Execution Environments, remote attestation, key release on proof, and evidence retention to protect sensitive prompts, model weights, and intermediate inference states. It also covers compatibility boundaries and pre-deployment checklists.

  07/12/2026 LLM Security / Confidential Computing / GPU Attestation / Remote Attestation / Key Management

• LLM API Credential Governance in Production: Reducing Static Key Exposure with Workload Identity, Short-Lived Tokens, and Least Privilege

  A practical guide to building a static-key-free credential system for production LLM calls, covering workload identity, short-lived tokens, least privilege, tenant isolation, rotation, audit alerts, and emergency revocation to reduce key leaks, permission sprawl, and anomalous billing.

  07/11/2026 LLM Security / Workload Identity / API Credential / IAM / Cloud Architecture / Credential Governance / Short-Lived Tokens / Least Privilege

• LLM Privacy Redaction Gateway in Production: Reducing Data Leakage with PII Detection, Reversible Substitution, and Log Minimization

  A systematic guide for enterprise LLM applications on building a privacy redaction gateway that identifies PII, performs reversible substitution, and enforces data minimization across request, response, and log pipelines to fundamentally reduce sensitive data exposure risks.

  07/09/2026 LLM Security / PII Redaction / Privacy Gateway / Data Minimization / Reversible Substitution / Log Minimization

• LLM Red Team Regression Testing in Production: Using Automated Attack Suites to Secure Release Gates

  This article explains how to transform LLM red teaming from a one-time security test into a continuous regression gate, covering attack suite versioning, automated scanning, risk grading, false positive review, canary releases, and pre-release checks to help teams catch security regressions during model and prompt updates.

  07/04/2026 LLM Security / Red Teaming / Prompt Injection / AI Security / Release Gates