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How consciously do we navigate this? Knowledge vs Prototyping Width vs Depth of exploration Speculation is "fast" to move but with uncertainty Application focuses and finds new constraints, but it's expensive Multidimensional and Multiobjective Pareto front optimal solutions? Fuzzy/Noisy, Changing over time We are all optimizers We keep a model of the design landscape, updated by information (experiments, knowledge). Biased by our psychology We try to "sample" promising areas to find a good solution Similar to Bayesian Optimization (information directed sampling) [Image] Bayesian Optimization. Used in black-box problems that
have a high sampling (evaluation) cost.