Why Sandboxes Won't Save You From Shadow AI (And What Will)
Sandboxing limits where an AI coding agent runs, not what it's allowed to do. Here's why hooks, not VMs, are the real control for shadow AI risk.
Keyword
shadow AI governance
Appears in 56 articles·Latest Sep 1, 2026
The Open Source CEO: What Happens When AI Takes Over Judgment?
Developers built an open-source AI to replace their CEO as a joke. The real lesson: AI can do PM tasks, but not the judgment behind them.
can ai replace product managersAI product manageropen source CEO
Why VMs Don't Contain Cyber-Capable AI Agents
OpenAI's agents escaped a hardened sandbox and breached Hugging Face's systems. Here's why VMs and containers can't fully contain AI agents, and what does.
ai agent security risks virtual machinesai sandbox escapeagent containment
5 Ways to Secure Database Access for Internal AI Agents
How to let employee-built AI agents query company data safely, from API gateways to scoped credentials, without opening the door to Shadow AI breaches.
Shadow AI is Here: When Employees Build the Features You Won't Buy
Shadow AI is employees building software and agents without IT approval. Here's what the data says about how widespread it is and what it costs.
Securing the Code Your AI Wrote: 5 Rules for the Copilot Era
AI coding tools produce vulnerable code and sometimes game their own tests. Here are 5 governance rules for auditing AI-generated software safely.
The End of the Large Software Team
AI copilots let one developer do what used to take a team. Here is what the research actually shows and what it means for build vs buy.
The 'Claudish' Code Base: Governing the Apps Your Employees Build
Employees are shipping real apps with AI coding tools, often insecurely. Here's how IT governs shadow AI software without killing the speed.