System Framework — Intelligence Control
The Problem

The Mechanism

The Human Interface

The Proof Layer

UI-GATE methodology— ship agentic features with human validation gates
© Gerardo I. Ornelas
Founder of Violetek and author of the Agent Permission Protocol.