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Unchained Labs Pleasanton • 4747 Willow Rd, Pleasanton, California 94588
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Unchained Labs Pleasanton • 4747 Willow Rd, Pleasanton, California 94588
Agenda |
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Presentations & Speakers |
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Musings on OSR Pressure Reactions and High-Throughput Reaction Screening |
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Brandon Orzolek |
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Jason Chen |
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Driving CMC Innovation with Automation: Insights from Genentech | |||
Adam Childs |
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Self-Driving HTE Labs for Synthetic Molecule Process Development | |||
Adrian Ramirez Galilea |
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Abstract: Takeda SMPD has significantly built up its high-throughput (HTE) and automation capabilities over the last few years around the Unchained Labs family of tools and devices that integrate well into a complete solution. Our ultimate vision is to design and implement self-driving labs (SDLs) to carry out self-optimizing workflows. Process development and optimization frequently involves exploring wide parameter spaces, making these iterative algorithm-guided SDLs ideal for such optimizations, especially if coupled with automated HTE synthesis platforms. As such, we herein present our vision for fully self-optimizing HTE workflows, with the ultimate goal of creating SDLs with workflows optimized for a variety of general applications needed in synthetic molecule drug development. To illustrate this process, case studies will be presented, highlighting both their successes, as well as the limitations of our current hardware and software tools. |
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Accelerating High-Throughput Research with the Big Kahuna | |||
Jordan Mowbray |
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Leveraging Automation to Transform Protein Engineering | |||
Daniel Yoo |
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Abstract: As biologic therapeutics continue to increase in complexity, high throughput tools for protein production are more important than ever. Platforms such as the Big Tuna are a key component of our HTP formulation workflows and enable us to rapidly screen candidates at scale. To maximize on the speed, throughput and accuracy of the Big Tuna, we have developed end-to-end automation solutions for samples handling and data management. These tools further advance the speed and quality of our biologics development pipeline. |
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Accelerating the Discovery of Liquid and Polymer Electrolytes Using High-Throughput Experimentation | |||
Sawyer Cawthern Research Assistant Department of Chemistry, Massachusetts Institute of Technology |
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Jason Phong Research Assistant Department of Chemistry and Materials Science, Massachusetts Institute of Technology |
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Abstract: The advancement of next-generation energy storage systems is critical for achieving a sustainable energy future. In this pursuit, developing novel electrolytes is crucial for enabling more affordable, stable, and power-dense batteries. Here, we leverage the Big Kahuna high-throughput experimentation platform to automate the synthesis and characterization of both solid polymer and liquid electrolytes. This platform integrates temperature-dependent electrochemical impedance spectroscopy with in-situ thickness measurements, enabling rapid and reproducible measurement of ionic conductivity across diverse electrolyte formulations. This approach facilitates the creation of a unified reference database for poly(ethylene oxide)-based solid electrolytes as well as the screening of multi-component liquid electrolytes. Given the intrinsic conductivity limit of traditional solid polymer electrolytes, this platform also enables the investigation of alternative ion transport mechanisms through unexplored chemistries. Coupled with data-driven methods such as machine learning-based property prediction and Bayesian optimization, this high-throughput framework could further accelerate the discovery of electrolytes beyond the constraints of conventional experimental workflows. |
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More details to come! |