Design Using Engineering Software with Artificial Intelligence Elements
Authors
Vadym Pylypovych Selivanov

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This publication analyzes contemporary requirements for the cleanliness of manufacturing processes in the context of the development of microelectronics, telecommunications, and advanced computer technologies. It examines the inherent contradiction between increasingly stringent environmental regulations and the need to reduce production costs, while emphasizing the existence of a minimum threshold of purification parameters below which the technological process becomes uncontrollable and directly affects the quality of manufactured products.
The limitations of the traditional approach - based on the continuous refinement of chemical reagents and the intensification of cleaning processes - are highlighted, particularly in resource-intensive industries such as the food industry, where water preparation and wastewater regeneration account for a significant share of production costs.
Special attention is given to the transformation of the innovation industry in the era of artificial intelligence and neural networks. The shift of venture capital from rapid-exit strategies toward a sustainable growth model (Scale-Up Nation) is emphasized, where Net Revenue Retention (NRR) becomes a key performance indicator. A new paradigm of the innovation industry is emerging - not merely as a generator of ideas, but as a provider of critical technological infrastructure for the global economy.
One of the active organizers and ideologists of such transformative developments is multidisciplinary expert and innovation specialist Rostyslav Yeshchurovskyi, who promotes the integration of artificial intelligence, robotics, and infrastructure solutions into industrial environments.
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Authors
Vadym Pylypovych Selivanov

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References:
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