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<p style="margin-top: 0px; margin-bottom: 0px;"><span style="font-family: "Helvetica Neue"; font-size: 15px; color: rgb(27, 27, 27);">Hi Cleanroom Crew,</span></p>
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</span></p>
<p style="line-height: normal; margin: 0px 0px 12px;"><span style="font-family: "Helvetica Neue"; font-size: 15px; color: rgb(27, 27, 27);">I wanted to ask whether AI is currently being implemented in your cleanroom operations such as recipe optimization, automated
process control, predictive maintenance, or environmental/defect monitoring. Across the industry, AI is increasingly used to improve yield, optimize recipes, predict tool failures, and provide real-time decision support, with emerging ideas like self-learning
recipes, digital twins, and AI copilots for operators.</span></p>
<p style="line-height: normal; margin: 0px 0px 12px;"><span style="font-family: "Helvetica Neue"; font-size: 15px; color: rgb(27, 27, 27);">I’d love to hear your thoughts on what you already have in place, where you see opportunities, and whether it makes sense
to brainstorm potential AI use cases.</span></p>
<p style="line-height: normal; margin: 0px 0px 12px;"><span style="font-family: "Helvetica Neue"; font-size: 15px; color: rgb(27, 27, 27);">Looking forward to the discussion,</span></p>
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</span></p>
<p style="line-height: normal; margin: 0px 0px 12px;"><span style="font-family: "Helvetica Neue"; font-size: 15px; color: rgb(27, 27, 27);">Best regards,</span></p>
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Bahar</div>
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<p class="WordSection1" style="background-color: white; margin: 0in;"><span style="font-family: Calibri, sans-serif; font-size: 11pt; color: black;">Bahar Motlagh, Ph.D.</span></p>
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<span style="font-family: Calibri, sans-serif; font-size: 11pt; color: black;">Director, Nanofabrication Facility & 3D Printer Center</span></p>
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<span style="font-family: Calibri, sans-serif; font-size: 11pt; color: black;">Biomedical Nanotechnology Institute (BioNIUM)</span></p>
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<span style="font-family: Calibri, sans-serif; font-size: 11pt; color: black;">University of Miami</span></p>
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<span style="font-family: Calibri, sans-serif; font-size: 11pt; color: black;">1951 NW 7th Ave, Suite 460</span></p>
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<span style="font-family: Calibri, sans-serif; font-size: 11pt; color: black;">Miami, FL 33136</span></p>
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<span style="font-family: Calibri, sans-serif; font-size: 11pt; color: black;">Phone: 305-243-0404</span></p>
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