INSPECTABLE PERSONALIZATION

What the Agent remembers

Review preferences, mastery, error patterns, evidence, and teaching strategies.

Checking API…
01

Explicit preferences

Scheduled in the staged roadmap.

02

Sense mastery

Scheduled in the staged roadmap.

03

Error patterns

Scheduled in the staged roadmap.

04

Teaching strategies

Scheduled in the staged roadmap.

PRODUCT PRINCIPLE

AI prepares. People decide.

Predictions and tutoring propose actions. Approval remains an explicit user decision.