AI agents are no longer just writing code. They are executing it.
Tools like Copilot, Claude Code, and Codex can now build, test, and deploy software end-to-end in minutes. That speed is reshaping engineering—but it’s also creating a security gap most teams don’t see until something breaks.
Behind every agentic workflow sits a layer few organizations are actively securing: Machine Control
Tools like Copilot, Claude Code, and Codex can now build, test, and deploy software end-to-end in minutes. That speed is reshaping engineering—but it’s also creating a security gap most teams don’t see until something breaks.
Behind every agentic workflow sits a layer few organizations are actively securing: Machine Control

![[Webinar] Securing Agentic AI: From MCPs and Tool Access to Shadow API Key Sprawl](https://encircle-it.com/wp-content/uploads/2026/04/webinar-securing-agentic-ai-from-mcps-and-tool-access-to-shadow-api-key-sprawl.jpg)








