Use .git GitHub URL in HTML and Gradio links.

Gradio: update W&B line to 'example run' dashboard.

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.

Gradio: fix invisible header and body text on HF dark embed.

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

Fix Gradio 5 mount error by moving theme/css to Blocks.

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

Add workflow diagram via Hub API (Xet)

Restore optimized training diagnostics and reward curve images

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

Make OpenEnv training+API judge-proof

Deploy: SOTA RL Cartesian Task and Unsloth Scripts

Harden strict (0,1) scoring boundaries across runtime and config.

Initialize runtime score fields with strict non-boundary minimum

Enforce strict (0,1) task score outputs for validators

Initial OpenEnv SQL debug environment