Protect AI systems from attacks, ensure data privacy, and implement secure AI practices.
Open models hallucinate package names 21.7% of the time vs 5.2% for commercial. The data, the react-codeshift incident, and how to gate AI deps.
AgentSeal found 66% of 1,808 production MCP servers had security issues. The audit playbook for rug-pulls, tool poisoning, and named MCP CVEs.
A static API key gives an autonomous agent your full permissions forever. Here's the agent identity stack (OAuth OBO, Entra Agent ID, FIC) that fixes it.
Adaptive prompt injection still beats defended LLMs 85% of the time, composite attacks 97.6%. What the benchmarks show and how to quantify residual risk.
NeMo, Guardrails AI, and Llama Guard solve three different problems. The latency, false-positive, and self-host breakdown, plus the stack most teams ship.
Microsoft Semantic Kernel CVE-2026-25592 (CVSS 10.0) turns a prompt injection into a sandbox escape and RCE. Here's the attack chain and the exact hardening for .NET agent stacks.
30 MCP CVEs hit in 60 days. 82% of 2,614 scanned servers shipped with path traversal and 492 ran zero auth. Here's the 12-item hardening checklist we gate against.
Azure Germany or eu-central-1 gives you data residency, not sovereignty, the US CLOUD Act still reaches it. Here is the control ladder high-risk AI teams need.
CVE-2026-21858 (CVSS 10.0) turns a public n8n form into unauthenticated RCE through the LLM chatbot node. Here's the attack chain and exactly how to harden self-hosted AI workflows.
