N8N - Multi-Agent Telegram Workflow Diagram

A robust multi-agent n8n automation workflow, triggered by Telegram inputs (text/files/media), was designed and implemented to automate workflow processing, storage, and publishing. Reliability features (error handling, logging, retries, notifications) were added, and AI agents were integrated for content creation, CRM tasks, calendar/events, and web queries. Manual operations were reduced by over 90%, and scalable and repeatable execution was enabled.