Maximize environment: curriculum task, metrics endpoint, 5 bug fixes, notebook fix

Add long_horizon/personalized tasks + GitHub-hosted training curves

Add adversarial, negotiate, supply_chain tasks + dynamic difficulty + richer rewards

Add full invoice processing pipeline environment