Everyone talks about AI agents. This is what one looks from the inside

Vault Operator is an AI agent that integrates directly into your knowledge base to read notes, understand connections between them, and take actions on your behalf—unlike most AI tools that operate externally. Key features include inline AI chat for editing notes without leaving them, the ability to ingest PDFs and documents with block-level source attribution, and web clipping capabilities that archive articles as permanent markdown notes with local image embeds. The system includes safety controls where users review and approve changes before they're applied to files.