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 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 The Hacker News
