The Open Deep Research workflow is an emerging AI technology that enhances web search by producing comprehensive, well-cited content on complex topics. It features a flexible architecture designed to educate developers and be extended by the community, focusing specifically on providing in-depth understanding of specific topics rather than just short answers to complex questions. The workflow integrates models from the TogetherAI cloud platform, with each component - text, image, and audio generation - powered by the most suitable model available through TogetherAI's cloud infrastructure. The implementation aims to improve upon current approaches and share practical insights into what works and what doesn't when building such complex AI workflows from scratch.