Provenance Tracking for AI Agent Tool Call Sequences
Tracking where agent actions originate stops harmful tool chains before they cascade.
Leila Bauer
Section
7 stories in Runtime Controls.
Tracking where agent actions originate stops harmful tool chains before they cascade.
Defenders must layer controls across data, tools, and reasoning—not just the model.
Four control layers stop agent data theft at input, tool use, output, and memory.
Attackers now have documented ways to bypass every layer of AI agent security controls.
Text-layer content filters miss five critical attack patterns that live in tool arguments instead.
Rethinking permission scoping and enforcement for AI agents that plan unpredictably across systems.
Existing security tools miss real-time threats from browser agents operating without human approval.