## Controls
Risk increases sharply when models can trigger real-world side effects.
Phase 1 MVP
Build career momentum with visible, repeatable progress.
Single-user private mode
Lesson
Guardrails, approvals, and retries
Protect external actions and manage failure paths deliberately.
35 minutesIn progress