The development and scaling-up process to test and validate AI-generated concrete formulas. Human experts assess the outputs of each stage and iteration, refine the AI to incorporate additional constraints, and/or adjust individual constraints such as total binder amount and water-to-binder ratio. 
The development and scaling-up process to test and validate AI-generated concrete formulas. Human experts assess the outputs of each stage and iteration, refine the AI to incorporate additional constraints, and/or adjust individual constraints such as total binder amount and water-to-binder ratio.