# hardening
12 articlestagged with “hardening”
Hardening Azure OpenAI Service
Comprehensive hardening guide for Azure OpenAI Service covering network isolation, content filtering, managed identity configuration, and threat detection for GPT and DALL-E deployments.
April 2026: Defense Building Challenge
Build the most robust defense system for a chatbot, scored against an automated attack suite of 500 diverse prompt injection and jailbreak attempts.
Community Challenge: Defense Gauntlet
Build AI chatbot defenses that survive 100 automated attack attempts across diverse attack categories, scored on block rate and usability preservation.
MCP Server Security Hardening
Hardening MCP server implementations against tool poisoning, transport attacks, and privilege escalation.
RAG System Security Hardening
Comprehensive guide to hardening RAG systems against poisoning, injection, and data exfiltration.
System Prompt Hardening Patterns
Design patterns for creating injection-resistant system prompts with defense-in-depth prompt architecture.
Vector Database Hardening Guide
Security best practices for hardening vector databases — covering Pinecone, Weaviate, Chroma, Qdrant, and Milvus with configuration guidance, access controls, and monitoring.
Inference Endpoint Hardening
Hardening model inference endpoints against adversarial inputs, DoS, and information leakage.
Kubernetes ML Security Hardening
Comprehensive guide to hardening Kubernetes clusters running ML workloads including pod security, network policies, and GPU isolation.
Lab: Testing Environment Hardening
Secure your AI red team testing environment to prevent credential leaks, accidental production testing, and data exposure.
Model Serving Security
Security hardening for model serving infrastructure — covering vLLM, TGI, Triton Inference Server configuration, API security, resource isolation, and deployment best practices.
Model Serving Security Hardening
Best practices for securing model serving infrastructure including endpoint hardening, authentication, rate limiting, and output validation.