README: add 'Reproducing the main benchmark' section (CPU reproduce_benchmark.py)

Add Colab badge + demo link

Initial OSS release: mosaic + gradient subset builders (verified KaiB 95.0%, GA98 92.5%, GB98 50.0% on Phase XII pilot)