Thanks for sharing the details on the 3rd research colloquium for this fall semester—the lineup looks really interesting. As someone who often works with audio data in my own projects, I recently started using a music key finder that analyzes files locally without uploading, which has been surprisingly handy for quick analysis.

This is a helpful announcement for the third research colloquium this semester—I always appreciate how these sessions bring fresh perspectives on spatial design. It reminded me of a tool I've been using to visualize outdoor spaces: ArchOne AI landscape generator:https://archoneai.com/ai-garden-design makes it easy to upload a garden photo and compare style options before committing to a redesign.