Discussion: Building a Multimodal Deep Research Agent

We’ve shared our approach to structuring and reasoning across video, audio, images, and text—but we want your take.

  • Where do you see the biggest technical bottlenecks?
  • Have you encountered hallucinations or context explosion issues in your own work?
  • Is “modality bias” real in your pipelines?
  • What are you prioritizing: temporal reasoning, semantic compression, or real-time responsiveness?

Let’s go beyond theory. Drop your insights, frameworks, and even failures—this is where the next-gen agent stack gets forged.