On a chat message, transcribes and summarizes YouTube videos with a Gemini agent, embedding results into a Qdrant vector store.
On manual run, fetches Hacker News items, embeds them into Qdrant, and uses OpenAI to extract structured data into Google Sheets.
On a chat message, an OpenAI agent answers using a Qdrant knowledge base built from Google Drive files and creates Zendesk tickets.
On a Slack message, an AI agent answers from Qdrant-indexed Google Drive docs using OpenAI and Anthropic, replying in Slack.