Elvin drafts multi-step work tasks in background

Elvin's proactive model shifts the paradigm from command-based AI chats to background automation, positioning the human as a reviewer rather than an operator.

* Proactivity addresses the "blank canvas" problem of chat-based AI by initiating draft actions based on actual workplace communication context.

* Restricting actions to a "ready-to-approve" state is a smart, low-risk way to build trust with enterprise users concerned about autonomous AI mistakes.

* Integrations will be the ultimate make-or-break factor; the agent must maintain high reliability across a diverse stack of Slack, Gmail, Linear, and Notion.

* It risks contributing to "notification/approval fatigue" if the suggestions are not highly relevant or if the volume of proposed drafts becomes overwhelming.