Traditional applications have known boundaries.
AI agents don't.
An agent can interact with:
tools
APIs
MCP servers
memory systems
documents
workflows
Every connection expands the attack surface.
The challenge is that many of these boundaries are invisible.
Teams secure the model.
Attackers target the ecosystem around it.
The future of AI security will belong to organizations that understand not only their models, but every system connected to them.
Because security starts with visibility.
This is one of the reasons we're building Crucible.
Pytest for AI Agents.
Top comments (0)