Link public build pipeline + verifier repo, add CI badge

Record the base_model_name_or_path correction and the original exported value

Correct base_model_name_or_path togethercomputer/gemma-3-27b-it-VLM -> google/gemma-3-27b-it; original preserved as original_base_model_name_or_path

Rewrite model card: full weight analysis, honest evaluation, base model fix, banner and figures

Add assets/autoscientist_win_rates.png

Add assets/base_model_size_vs_win_rate.png

Add assets/ui_02_ground_truth_correctly_refused.png

Add assets/ui_01_ground_truth_empty.png

Add assets/samples.png

Add assets/task_mix.png

Add assets/banner.png

Add 13 files

initial commit