Use .git GitHub URL in HTML and Gradio links.

Demo copy: drop judges wording; workflow map at a glance for readers.

Expand problem narrative and Engineering Notes: time-on-SQL, Spider vs prod.

Add GitHub repo link; drop Karpathy, blog, slides, demo placeholders.

HTML demo: fix diagram crop; click-to-zoom lightbox with pan and +/- zoom.

HTML /demo: add Benchmark visuals table and three chart figures.

Space home: redirect / to HTML /demo; Gradio at /gradio; fix Gradio hero.

Point /demo and Gradio at diagram-end-to-end-workflow.png (asset on Hub via Xet).

Ship polished Space UI with Gradio dashboard and evidence-rich demo.