# multi-tenant
6 articlestagged with “multi-tenant”
Multi-Tenant Isolation for LLM Services
Implementing strong tenant isolation in multi-tenant LLM services to prevent cross-tenant attacks.
Attacking GPU Compute Clusters
Expert-level analysis of attacks against GPU compute clusters used for ML training and inference, including side-channel attacks on GPU memory, CUDA runtime exploitation, multi-tenant isolation failures, and RDMA network attacks.
Simulation: SaaS AI Product
Red team engagement simulation targeting a B2B SaaS platform with AI-powered document analysis, search, and automation features, covering multi-tenant isolation, API security, and cross-tenant data leakage.
KV Cache & Prompt Caching Attacks
How KV cache poisoning, prefix caching exploitation, cache timing side channels, and multi-tenant isolation failures create attack vectors in LLM serving infrastructure.
GPU Security for AI
GPU security risks in AI workloads — covering memory isolation failures, side-channel attacks, multi-tenant GPU risks, GPU firmware vulnerabilities, and secure GPU configuration.
KV Cache Poisoning & Exploitation
How KV cache works in transformer inference, cache poisoning across requests in shared deployments, prefix caching attacks, and cross-tenant data leakage.