multimodal — A model that works with more than text — reading images, audio, or video, and sometimes generating them too.
AI agent — An AI system that doesn't just answer once but works toward a goal in a loop — taking actions, reading the results, and deciding what to do next.
Why it matters
Shows how a lab industrializes messy multimodalA model that works with more than text — reading images, audio, or video, and sometimes generating them too.Full definition → data: a formal spec that every dataset must be converted into before processing, automated ffmpeg health checks, and AI agentAn AI system that doesn't just answer once but works toward a goal in a loop — taking actions, reading the results, and deciding what to do next.Full definition → harnesses that must be revised for each new dataset's corner cases.