LESSON04.175 minutes
Ship and operate an AI tool
Protect data and access
Map environments, identities, secrets, processors, logs, retention, and deletion.
Before real data enters the tool, trace every place it can go and every identity that can reach it. Use the least access, separate environments, and verify retention and deletion behavior.
Learning outcomes
What you should be able to show.
- 01Draw an environment and data-flow map
- 02Assign least-privilege identities
- 03Test retention, export, and deletion
Studio practice
Make the lesson visible.
- 01
Trace the data
Map browser, application, integration, model provider, database, logs, analytics, exports, support, and administrative access.
- 02
Inventory identities
Record users, service identities, tokens, secrets, owners, scopes, rotation, and emergency removal.
- 03
Test the lifecycle
Create a disposable record, find every copy, export it, delete it, and document what remains and why.
Evidence to keep
Your lesson record.
- Data-flow map
- Access register
- Lifecycle test
REFLECTWhich log contains more sensitive detail than its operator needs?