07/23/2026 | Press release | Archived content
Palo Alto - July 26, 2026 - minds.ai, a pioneer in multi-agent reinforced learning AI solutions for semiconductor manufacturing, today announced their acquisition by Applied Materials, a global leader in materials engineering solutions for the semiconductor industry. By integrating minds.ai's multi-agent reinforced learning AI solution - including its flexible DeepSim engine and Maestro platform - with Applied Materials' extensive equipment and software portfolio, the acquisition will provide fabs with intelligent, automated solutions that unlock unprecedented efficiency and accelerate innovation in large-scale chip production.
"This acquisition is a harbinger of how AI is going to accelerate semiconductor manufacturing to even greater heights, producing more powerful chips in a more efficient way, thus creating even more powerful AI systems that are going to transform the way we live", said Rajesh Shakkarwar, WCP Managing Director.
Capital intensity of semiconductor fabs and unprecedented demand are driving the urgent need for throughput and efficiency improvement. Semiconductor manufacturers are facing escalating challenges as they attempt to innovate at a pace that human engineering alone can no longer sustain. minds.ai was founded precisely to address these bottlenecks, building deep learning technology that optimizes the performance of highly complex manufacturing processes. minds.ai software delivers increased throughput using advanced multi-agent reinforced learning AI, where multiple reinforcement learning agents enable the improvement of global fab performance. By bringing minds.ai's capabilities in-house, Applied Materials will empower its customers to overcome these production challenges, leverage process data more effectively, and rapidly optimize their manufacturing lifecycles.
This acquisition highlights a broader market trend where software, data, and artificial intelligence are becoming inseparable from semiconductor innovation. Together, Applied Materials and minds.ai are uniquely positioned to deliver a comprehensive suite of AI-driven solutions, uniting deep domain expertise with modern machine learning to shape the future of intelligent semiconductor manufacturing.
About minds.ai
minds.ai develops Maestro, an artificial intelligence platform specifically engineered to optimize operations and planning within the semiconductor industry. This solution leverages advanced AI techniques, including supervised learning, reinforcement learning, and generative AI, to enhance existing workflows and improve key performance indicators across all fabrication plants. The platform is designed to provide continuous, automated optimization without disrupting established manufacturing processes, driving efficiency and predictive capabilities in complex production environments.
About Applied Materials
Applied Materials is the leader in materials engineering solutions that are at the foundation of virtually every new semiconductor and advanced display in the world. The technology we create is essential to advancing AI and accelerating the commercialization of next-generation chips. At Applied, we push the boundaries of science and engineering to deliver material innovation that changes the world.