# Melissa Weir

**Red Alert: Claude Cowork Raises Shadow AI Risk**  
*January 27, 2026*  
[Read more](/content/red-alert-claude-cowork-raises-shadow-ai-risk/index.html)

**Why MCP Deployments Fail at Enterprise Scale (And How to Fix It)**  
*January 14, 2026*  
[Read more](/content/why-mcp-deployments-fail-at-enterprise-scale-and-how-to-fix-it/index.html)

**Barndoor Achieves SOC 2 Type II Compliance: What It Means for AI Security**  
*January 13, 2026*  
[Read more](/content/barndoor-soc-2-type-ii-compliant/index.html)

**Introducing ToolIQ: The Context Layer Needed to Scale AI Across the Enterprise**  
*December 17, 2025*  
[Read more](/content/introducing-tooliq-mcp-tool-optimization/index.html)