Useful AI without treating private data as public material.

What the work can change.

• 01Give teams secure access to coding and reasoning agents
• 02Use sensitive documents without uncontrolled retention
• 03Host a model inside your security boundary
• 04Add approval, evaluation, and audit to an existing AI workflow

How engineering moves the work.

1. 1Classify the data and threat model
2. 2Choose the appropriate inference and hosting boundary
3. 3Constrain identity, retrieval, tools, logs, and retention
4. 4Test leakage, accuracy, abuse, and failure recovery