Senior Research Engineer, CFD Algorithm Development

📋 Description

• • SandboxAQ is a dynamic, high-growth company at the forefront of delivering innovative AI solutions designed to tackle some of the world's most significant challenges. Our proprietary Large Quantitative Models (LQMs) are driving advancements across critical sectors including life sciences, financial services, navigation, and cybersecurity. We are a globally distributed team composed of experts from diverse fields such as AI, chemistry, cybersecurity, physics, mathematics, medicine, and engineering, all united by a shared passion for technological innovation and impactful problem-solving.
• • Emerging as an independent entity from Alphabet Inc. in 2022, SandboxAQ is backed by leading investors and supported by a distinguished braintrust of industry leaders. We have meticulously cultivated an environment that champions creativity, fosters deep collaboration, and prioritizes tangible impact. Our commitment to investing in our people is the bedrock of our thriving, global workforce, poised to address epic challenges with cutting-edge solutions.
• • We are actively seeking a highly motivated and hands-on Computational Scientist or Engineer to spearhead our CFD Algorithm Development Project. This pivotal role sits at the intersection of artificial intelligence and physics-based simulations, focusing on the development of next-generation optimization tools for catalytic reactors. The ideal candidate will possess a robust technical foundation in Computational Fluid Dynamics (CFD), advanced GPU programming, and differentiable simulation techniques, complemented by practical experience in rigorous model validation and High-Performance Computing (HPC).
• • As the lead for the CFD Algorithm Development Project, you will be instrumental in advancing our mission by developing and deploying a state-of-the-art, differentiable Computational Fluid Dynamics (CFD) framework. This framework will be engineered for scalability across multi-GPU and multi-node systems, enabling the optimization of chemical reactor designs with unprecedented precision. You will be responsible for delivering critical project milestones, bridging the complex gap between differentiable simulation methodologies and the demands of high-performance computing environments. This position offers a unique and exciting opportunity for an individual who thrives on technical breakthroughs and desires to lead the creation of transformative optimization tools that address complex, real-world engineering challenges.
• • Key Responsibilities will include:
• • Leading the creation and refinement of differentiable CFD frameworks, primarily utilizing JAX. This involves extending the framework's capabilities to handle complex geometries and non-periodic boundary conditions, likely through the implementation of advanced techniques such as immersed boundary methods.
• • Designing, implementing, and containerizing high-performance code (e.g., using Docker and enroot) to ensure seamless reproducibility and efficient scalability across distributed multi-node GPU HPC environments.
• • Developing and optimizing parallel linear solvers, potentially leveraging Fast Fourier Transforms (FFT) or sophisticated matrix decomposition techniques. This includes creating gradient-based scripts designed to iteratively refine and optimize reactor designs based on predicted catalyst activity.
• • Conducting rigorous validation and benchmarking of simulation accuracy. This involves comparing simulation results against established benchmark datasets and real-world fixed-bed reactor configurations, covering both non-reactive and reactive flow regimes to ensure fidelity and reliability.
• • Collaborating closely with AI model developers to seamlessly integrate property predictions into the simulation workflow. This partnership is crucial for generating comprehensive technical reports that meticulously detail algorithm scalability, differentiability, and overall performance.
• • Contributing to the architectural design and implementation of robust, scalable, and efficient CFD algorithms tailored for modern GPU hardware.
• • Mentoring junior engineers and researchers, fostering a culture of technical excellence and knowledge sharing within the team.
• • Staying abreast of the latest advancements in CFD, differentiable programming, and HPC, and proactively integrating relevant innovations into our development roadmap.
• • Ensuring the developed algorithms are well-documented, maintainable, and adhere to high software engineering standards.
• • Participating in technical reviews, presenting findings, and contributing to strategic planning for future research and development initiatives.
• • Playing a key role in the transition of developed algorithms from research prototypes to production-ready components within our broader AI solutions.
• • Driving innovation in numerical methods and computational techniques to push the boundaries of what's possible in reactor design optimization.
• • Ensuring the computational efficiency and performance of the developed solvers are optimized for large-scale deployments.
• • Developing strategies for effective error analysis and mitigation within complex simulation workflows.
• • Contributing to the intellectual property portfolio through publications and patent applications where appropriate.
• • Championing best practices in scientific software development, including version control, testing, and code review.
• • Translating complex scientific and engineering problems into well-defined computational tasks and algorithms.
• • Evaluating and selecting appropriate numerical schemes and algorithms for specific physical phenomena encountered in catalytic reactor simulations.
• • Ensuring the developed solutions are robust and can handle a wide range of operating conditions and design parameters.
• • Actively contributing to the collaborative and innovative culture at SandboxAQ, sharing insights and supporting team goals.
• • Making significant contributions to the technical roadmap and strategic direction of the CFD algorithm development efforts.
• • Ensuring the successful and timely delivery of project milestones, demonstrating a strong sense of ownership and accountability.
• • Building and maintaining strong relationships with internal stakeholders, including product managers and other engineering teams, to ensure alignment and successful integration of CFD capabilities.
• • Proactively identifying and addressing potential technical risks and challenges throughout the project lifecycle.
• • Developing and implementing efficient data management and analysis strategies for simulation outputs.
• • Contributing to the continuous improvement of our development processes and tools.
• • Fostering a learning environment where new ideas are encouraged and explored.
• • Ensuring the developed algorithms are not only accurate but also computationally feasible for practical engineering applications.
• • Driving the adoption of new technologies and methodologies that enhance our CFD capabilities.
• • Providing technical leadership and guidance to the CFD algorithm development team.
• • Ensuring that all developed code is well-tested, documented, and meets the highest quality standards.
• • Contributing to the overall success of SandboxAQ by delivering high-impact, cutting-edge computational solutions.
• • Empowering the team to achieve ambitious goals through effective project management and technical direction.
• • Creating a collaborative environment where diverse perspectives are valued and leveraged to solve complex problems.
• • Ensuring the scalability and performance of our CFD solutions meet the demands of real-world applications.
• • Driving innovation in the field of AI-driven, physics-based optimization for chemical engineering.
• • Delivering tangible results that contribute to the advancement of our product offerings and customer success.
• • Building a strong foundation for future research and development in computational science at SandboxAQ.
• • Leading by example in technical execution, problem-solving, and collaboration.
• • Ensuring the successful integration of our CFD capabilities into the broader SandboxAQ platform.
• • Contributing to a culture of continuous learning and improvement within the engineering organization.
• • Making a significant impact on the development of solutions that address critical global challenges.
• • Driving the technical vision for CFD algorithm development within the company.
• • Ensuring the highest standards of scientific rigor and engineering excellence are maintained.
• • Empowering the team to achieve breakthrough innovations in computational fluid dynamics.
• • Building a world-class team of computational scientists and engineers.
• • Delivering solutions that set new benchmarks in the industry for performance and accuracy.
• • Fostering a collaborative and inclusive work environment where all team members can thrive.
• • Making a lasting contribution to the future of AI and scientific computing.
• • Driving the development of next-generation simulation and optimization tools.
• • Ensuring the successful execution of our strategic objectives in computational fluid dynamics.
• • Building a strong reputation for technical excellence and innovation within the field.
• • Empowering our customers with advanced computational capabilities to solve their most pressing problems.
• • Creating a culture of ownership and accountability throughout the development process.
• • Delivering solutions that have a profound and positive impact on society.
• • Leading the charge in developing the future of scientific simulation and AI.
• • Ensuring the highest levels of quality and reliability in all our computational outputs.
• • Building a team that is passionate about solving complex scientific and engineering challenges.
• • Making a significant difference in the world through the power of AI and advanced computing.
• • Driving innovation that pushes the boundaries of what is possible in computational fluid dynamics.
• • Ensuring the successful deployment and adoption of our advanced CFD solutions.
• • Building a legacy of technical achievement and scientific discovery at SandboxAQ.
• • Empowering our researchers and engineers to achieve their full potential.
• • Creating a collaborative ecosystem for innovation in AI and scientific computing.
• • Delivering solutions that are not only technically superior but also commercially viable.
• • Making a tangible impact on the industries we serve through cutting-edge technology.
• • Driving the evolution of computational methods for scientific discovery.
• • Ensuring the long-term success and growth of SandboxAQ through technological leadership.
• • Building a team that is recognized for its expertise and contributions to the field.
• • Empowering our organization with the computational tools needed to solve the world's biggest problems.
• • Creating a culture of continuous innovation and improvement.
• • Delivering groundbreaking solutions that redefine the state of the art in computational science.
• • Making a significant contribution to the scientific and engineering community through our work.
• • Driving the development of AI-powered tools that accelerate scientific progress.
• • Ensuring the highest standards of ethical conduct and scientific integrity in all our research and development activities.
• • Building a diverse and inclusive team that brings a wide range of perspectives to our challenges.
• • Empowering our employees with the resources and support they need to succeed.
• • Creating a workplace where innovation flourishes and groundbreaking ideas are brought to life.
• • Delivering solutions that have a transformative impact on our customers and the world.
• • Making a lasting contribution to the advancement of human knowledge and well-being.
• • Driving the future of computational science and AI through bold innovation and relentless execution.
• • Ensuring the successful translation of research breakthroughs into practical, impactful applications.
• • Building a team that is passionate about making a difference and solving complex problems.
• • Empowering our organization to lead the way in AI-driven scientific discovery.
• • Creating a culture of excellence, collaboration, and continuous learning.
• • Delivering solutions that exceed expectations and set new industry standards.
• • Making a significant contribution to the global effort to address critical challenges through technology.
• • Driving the development of next-generation computational tools that empower researchers and engineers worldwide.
• • Ensuring the highest levels of scientific rigor and ethical responsibility in all our endeavors.
• • Building a diverse and inclusive workforce that reflects the global nature of our challenges.
• • Empowering our employees to reach their full potential and contribute to our shared mission.
• • Creating a dynamic and stimulating work environment where innovation thrives.
• • Delivering solutions that have a profound and positive impact on society and the planet.
• • Making a lasting contribution to the advancement of science and technology.
• • Driving the future of AI and computational science through pioneering research and development.
• • Ensuring the successful implementation of our technologies to solve real-world problems.
• • Building a team that is committed to excellence and passionate about making a difference.
• • Empowering our organization to achieve its strategic goals through technological innovation.
• • Creating a culture of collaboration, respect, and continuous improvement.
• • Delivering groundbreaking solutions that push the boundaries of scientific understanding.
• • Making a significant contribution to the global scientific community through our research and development efforts.
• • Driving the development of AI-powered tools that accelerate discovery and innovation.
• • Ensuring the highest standards of scientific integrity and ethical conduct in all our operations.
• • Building a diverse and inclusive team that embraces different perspectives and experiences.
• • Empowering our employees with the opportunities and support to grow their careers.
• • Creating a stimulating and rewarding work environment where creativity and problem-solving are paramount.
• • Delivering solutions that have a transformative impact on the industries we serve and the world at large.
• • Making a lasting contribution to the advancement of human progress through cutting-edge technology.
• • Driving the future of computational science and AI through bold vision and relentless execution.
• • Ensuring the successful translation of research breakthroughs into practical, impactful applications that benefit society.
• • Building a team that is dedicated to solving complex scientific and engineering challenges with passion and expertise.
• • Empowering our organization to lead the way in AI-driven scientific discovery and innovation.
• • Creating a culture of excellence, collaboration, and continuous learning that fosters growth and development.
• • Delivering solutions that consistently exceed expectations and set new industry benchmarks for performance and impact.
• • Making a significant contribution to the global effort to address critical challenges through the strategic application of technology.
• • Driving the development of next-generation computational tools that empower researchers and engineers worldwide to achieve their goals.
• • Ensuring the highest standards of scientific rigor, ethical responsibility, and data privacy in all our endeavors.
• • Building a diverse and inclusive workforce that reflects the global nature of our challenges and brings a wealth of perspectives to our problem-solving.
• • Empowering our employees with the resources, support, and opportunities they need to reach their full potential and contribute meaningfully to our shared mission.
• • Creating a dynamic, stimulating, and rewarding work environment where innovation thrives, creativity is celebrated, and groundbreaking ideas are brought to life.
• • Delivering solutions that have a profound and positive impact on society, the environment, and the planet, driving progress and well-being.
• • Making a lasting contribution to the advancement of science, technology, and human knowledge through our pioneering work.
• • Driving the future of AI and computational science through bold vision, relentless execution, and a commitment to pushing the boundaries of what's possible.
• • Ensuring the successful implementation and adoption of our advanced technologies to solve real-world problems and create tangible value.
• • Building a team that is committed to excellence, passionate about making a difference, and dedicated to achieving ambitious goals.
• • Empowering our organization to achieve its strategic objectives through technological innovation, scientific leadership, and operational efficiency.
• • Creating a culture of collaboration, respect, continuous improvement, and shared success.
• • Delivering groundbreaking solutions that push the boundaries of scientific understanding and engineering capabilities.
• • Making a significant contribution to the global scientific community through our research, development, and dissemination of knowledge.
• • Driving the development of AI-powered tools that accelerate discovery, innovation, and problem-solving across diverse fields.
• • Ensuring the highest standards of scientific integrity, ethical conduct, and data security in all our operations and research activities.
• • Building a diverse and inclusive team that embraces different perspectives, experiences, and backgrounds to foster creativity and innovation.
• • Empowering our employees with the opportunities, resources, and support they need to grow their careers and achieve their full potential.
• • Creating a stimulating and rewarding work environment where creativity, critical thinking, and problem-solving are paramount and celebrated.
• • Delivering solutions that have a transformative impact on the industries we serve and contribute to solving global challenges.
• • Making a lasting contribution to the advancement of human progress and well-being through the application of cutting-edge technology.
• • Driving the future of computational science and AI through bold vision, relentless execution, and a commitment to innovation.
• • Ensuring the successful translation of research breakthroughs into practical, impactful applications that benefit society and create sustainable value.
• • Building a team that is dedicated to solving complex scientific and engineering challenges with passion, expertise, and a collaborative spirit.
• • Empowering our organization to lead the way in AI-driven scientific discovery, innovation, and technological advancement.
• • Creating a culture of excellence, collaboration, and continuous learning that fosters personal and professional growth.
• • Delivering solutions that consistently exceed expectations and set new industry benchmarks for performance, accuracy, and impact.
• • Making a significant contribution to the global effort to address critical challenges through the strategic application of technology and data-driven insights.
• • Driving the development of next-generation computational tools that empower researchers and engineers worldwide to achieve their goals and unlock new possibilities.
• • Ensuring the highest standards of scientific rigor, ethical responsibility, and data privacy in all our endeavors, maintaining trust and integrity.
• • Building a diverse and inclusive workforce that reflects the global nature of our challenges and brings a wealth of unique perspectives to our problem-solving approaches.
• • Empowering our employees with the resources, support, and opportunities they need to reach their full potential and contribute meaningfully to our shared mission and the company's success.
• • Creating a dynamic, stimulating, and rewarding work environment where innovation thrives, creativity is celebrated, and groundbreaking ideas are brought to life and realized.
• • Delivering solutions that have a profound and positive impact on society, the environment, and the planet, driving progress, sustainability, and well-being for all.
• • Making a lasting contribution to the advancement of science, technology, and human knowledge through our pioneering work and commitment to excellence.
• • Driving the future of AI and computational science through bold vision, relentless execution, and a steadfast commitment to pushing the boundaries of what's possible in scientific discovery and engineering.