notebooklm

The NotebookLM integration concept is technically coherent but presents elevated credential exposure risk due to local persistence of Google session cookies and browser state. The use of visible browser login and per-question browser sessions increases the attack surface. While not proven malicious, the design should shift toward token-based or short-lived credentials, encrypted or highly isolated storage, and explicit data lifecycle controls to reduce risk. Consider reducing persistence, enforcing strict file permissions, and offering opt-in ephemeral sessions to align with best practices for sensitive data handling.