Replaces the five-preset table with the two presets that ship (default, torgo) and fixes the usage snippet, which called load_preset("star_v5") for a preset that no longer exists. Adds the GPU memory the training recipe needs and the SLT 2026 venue; drops internal run filenames.
Refresh model card: state the bit-exact result directly
