Build a Multi-agent Content Creation System

A demonstration of building a multi-agent content creation system using Motia, an open-source backend framework that unifies multi-agent orchestration, APIs, and background jobs. The system scrapes web content using Firecrawl, processes it with locally-served Deepseek-R1 LLM through Ollama, and generates social media content for Twitter and LinkedIn in parallel. The workflow includes automatic scheduling via Typefully and exposes functionality through APIs. Motia supports multiple programming languages, one-click deployment, built-in observability, automatic retries, and streaming responses.