Tag: LLM Security

5 articles

• LLM Red Team Regression Testing in Production: Blocking Security Regressions with Versioned Attack Corpora, Deterministic Scoring, and CI Quality Gates

  Red teaming loses value if run only once before launch. This article shows how to turn every confirmed security failure into a repeatable regression asset using versioned attack corpora, deterministic scoring, and CI quality gates with PyRIT, garak, and Promptfoo.

  08/30/2026 LLM Security / Red Teaming / PyRIT / garak / CI/CD / Regression Testing / RAG / AI Agents

• 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