National Science Foundation

The National Science Foundation is an independent federal agency in the United States that funds and supports research and education in science and engineering. It funds fundamental research and education across all fields of science and engineering and administers non-dilutive funding programs to aid early‑stage technology development, helping translate discoveries into commercially viable products and services. Through grants and fellowships, the NSF supports researchers, educators, and startups, contributing to innovation and U.S. competitiveness. The agency operates with a substantial budget to advance science, engineering, and STEM education nationwide.

James Donlon

Program Director

Sean L. Jones

Assistant Director for Mathematical and Physical Sciences

Debasis Majumdar

Program Director

Graciela Narcho

Staff Associate

Sethuraman Panchanathan

Director

Past deals in Cloud Services

CloudBank

Grant in 2025
CloudBank is a platform that enables academics to use public clouds by providing resources such as a user site for managing cloud resources, financial operations support, and educational and training materials.

San Diego Supercomputer Center

Grant in 2024
The San Diego Supercomputer Center (SDSC) enables international science and engineering discoveries through advances in computational science and data-intensive, high-performance computing. It provides access to a vast array of data and computational resources and services for all UC researchers who need cyberinfrastructure beyond their own laboratories, classrooms, departments, and academic units. SDSC’s research cyberinfrastructure includes: data-intensive computing resources to the academic and industrial communities through the RCI program's Triton Shared Computing Cluster (TSCC), a high-impact data analysis and preservation system featuring a large-scale disk storage facility, a data analysis facility for petascale research, and a shared research cluster; Gordon, the first high-performance supercomputer to use massive amounts of flash-based memory to speed solutions for data-intensive problems; Trestles, which also features flash-based memory, with a design tailored to the majority of user jobs rather than a handful of researchers who run jobs at thousands of core counts; a green data center equipped to house co-location servers; and an environment for all things related to data, including management, mining, curation, analysis, visualization, access and preservation as well as data storage technologies. Along with its broad spectrum of software, hardware, networking, and information resources, SDSC also offers users full-time support including 24-hour helpdesk services, code optimization, training, portal development, and a variety of other services. San Diego Supercomputer Center was founded in 1985.

WiLO Networks

Grant in 2024
WiLO Networks develops a low-power sensor network platform using wake-up radio technology. This enables continuous, low-latency communication, extends battery life, and reduces electronic waste, making sensor deployments more feasible in diverse IoT applications across industries like warehousing, healthcare, retail, and precision agriculture.

Orbital Services Corporation (OSCorp)

Grant in 2024
OSCorp is an in-space services company that safeguards the space domain and builds a thriving in-space economy. OSCorp develops cutting-edge technologies at the nexus of GN and C, AI/ML, LiDAR sensors, space robotics, and lasercom terminals. The company aims to revolutionize space operations by delivering strategic capabilities for the U.S. government and commercial space operators. It also aims to provide government operators with unparalleled situational awareness and enable them to execute tactically responsive space operations to protect strategic government and commercial space assets, and the services they provide, from denial, disruption, destruction, or degradation.

Rapid7

Grant in 2023
Rapid7, established in 2000, is a cybersecurity company that offers a range of solutions to help organizations proactively manage their security. Initially focusing on vulnerability management, the company has since expanded its portfolio to include detection and response, security information and event management, cloud security, threat intelligence, application security, and security orchestration, automation, and response. Rapid7 empowers businesses with visibility and insights to make informed security decisions, create action plans, and monitor progress. The company, based in Boston, is committed to helping organizations enhance their security posture and is actively involved in the cybersecurity community.

Transparent Path

Grant in 2023
Transparent Path develops IoT-based logistics visibility technologies for perishable goods to reduce waste, cost, and risk in supply chains. It provides software and hardware that enable real-time location and condition monitoring through the Visibility Platform, using sensors to track shipments and alert partners when intervention is needed. The portfolio includes FreshScore, a predictive freshness algorithm, ProofScore, a data-transparency scoring system, and ProofTracker, a biodegradable sensor device. These tools support end-to-end visibility, improve decision making, and help buyers and sellers route the best products while reducing spoilage, waste, and disputes. The company serves food, pharmaceuticals, blood and plasma, transplant organs, and high-value hard goods, and works with consortiums to facilitate data sharing among supply chain partners. Strategic collaborations include Intel, T-Mobile, Duke University, and ReFED. Transparent Path has participated in accelerators and secured grants and angel investment to scale growth and feature development. The aim is to cut waste and environmental impact by keeping perishables out of landfills and strengthening trust across the supply chain.

Minority Serving - Cyberinfrastructure Consortium

Grant in 2022
The Minority Serving - Cyberinfrastructure Consortium (MS-CC) envisions a transformational partnership to promote advanced cyberinfrastructure (CI) capabilities on the campuses of Historically Black Colleges and Universities (HBCUs), Hispanic-Serving Institutions (HSIs), Tribal Colleges and Universities (TCUs), and other Minority Serving Institutions (MSIs).

QSimulate

Grant in 2022
QSimulate is a Boston-based company that specializes in developing cloud-based quantitative simulation tools focused on quantum molecular simulations. By leveraging the principles of quantum mechanics, QSimulate aims to address significant industrial-scale challenges primarily within the chemical and pharmaceutical sectors. Its innovative platform automates various workflows, allowing computational scientists to shift their focus from repetitive tasks to more strategic activities, ultimately enhancing productivity. This approach enables clients to accelerate their research and development processes, positioning QSimulate as a key player in advancing scientific inquiry and innovation in these industries.

Pyte

Seed Round in 2022
Pyte is a secure data collaboration solutions provider that specializes in enabling enterprises to utilize and share data while preserving confidentiality throughout the entire data lifecycle. The company's innovative platform employs advanced cryptographic technology, allowing for computations on encrypted data without decryption, thus facilitating secure collaboration across cloud environments and between multiple organizations. This technology is particularly valuable in various applications, including co-marketing, drug discovery, and fraud detection, enabling businesses to leverage their data in a privacy-compliant manner without the risk of data breaches. Founded by experts with a strong academic background, including six PhDs and several world-renowned specialists in secure computation, Pyte is committed to advancing the field of secure data utilization.

ViQi

Grant in 2022
ViQi is a software-as-a-service company specializing in scientific image analysis. It offers a customizable platform that enables users to tailor services for data storage and analysis to meet their specific requirements. The company provides tools for image processing and informatics across various sectors, including life sciences, construction, and agriculture. ViQi's platform features a bio-image semantic query system, which facilitates module development and assists with intranet deployment. Additionally, it supports the hosting of image collections, allowing clients to view, investigate, share, and store complex data and images efficiently. This comprehensive approach enables swift results and enhances the discovery process for users in diverse fields.

Inception Robotics

Grant in 2022
Inception Robotics is focused on advancing the development of autonomous mobile robotics applications by providing a suite of cloud-based tools designed for early-stage robotics companies. Their platform offers user-friendly access to comprehensive resources that streamline the development process, thereby significantly reducing research and development costs. The company's technology facilitates the deployment of safe and socially compliant robots capable of navigating public spaces for contactless deliveries and ensuring robust indoor localization. By enabling businesses to integrate small robots into their operations, Inception Robotics aims to enhance productivity and lower overall labor expenses.

AEROSENS

Grant in 2022
AEROSENS LLC is a company based in Hollywood, Florida, specializing in cloud-based cabin management software for the aviation industry. Its flagship product, the Aircraft Cabin Management Solution, is a certified and patent-pending platform that offers pre-flight and real-time visibility into the status of critical safety and security equipment on aircraft. This solution enhances operational efficiency and helps airlines reduce costs. Additionally, AEROSENS provides a Tool Management Solution for the manufacturing sector, which facilitates real-time tracking of tools. The company also offers a range of services, including business consulting, benchmarking, training, and cabin retrofit services, further supporting the aviation and manufacturing industries in optimizing their operations.

SkyGig

Grant in 2022
SkyGig is a Michigan-based company specializing in millimeter-wave wireless communications. It develops innovative beamforming technology to provide scalable, cost-effective broadband connectivity.

OmicsCraft

Grant in 2022
OmicsCraft offers customers access to a customised data analytics pipeline and a sample-to-solution service. They offer cloud-based platforms that allow them to build analytics pipelines for omic data preprocessing, mass spectrometric-based metabolite identification, differential analysis of metabolite profiles, and multi-omics integration.

Airmettle

Grant in 2022
AirMettle operates a software-defined storage platform designed to streamline data analytics processes. Its core offering is a system that converts diverse data formats into those compatible with analysis tools, thereby minimizing network traffic and reducing the need for costly memory resources in higher-level analytics applications. This enables users to efficiently extract valuable insights from their data.

Pyte

Grant in 2022
Pyte is a secure data collaboration solutions provider that specializes in enabling enterprises to utilize and share data while preserving confidentiality throughout the entire data lifecycle. The company's innovative platform employs advanced cryptographic technology, allowing for computations on encrypted data without decryption, thus facilitating secure collaboration across cloud environments and between multiple organizations. This technology is particularly valuable in various applications, including co-marketing, drug discovery, and fraud detection, enabling businesses to leverage their data in a privacy-compliant manner without the risk of data breaches. Founded by experts with a strong academic background, including six PhDs and several world-renowned specialists in secure computation, Pyte is committed to advancing the field of secure data utilization.

Omega Hydrodynamics Research

Grant in 2022
Omega Hydrodynamics Research specializes in developing innovative solutions for complex fluid-structure interaction challenges through advanced computational fluid dynamics (CFD) software. The company's flagship product, OMEGA-CFD, is designed for simulating transient fluid-structure interactions, while OMEGA-SW offers a comprehensive numerical model for analyzing wave-ship-bathymetry interactions in shallow water environments. By providing cloud-based CFD software and tailored consulting services, Omega Hydrodynamics Research caters to clients across the marine, energy, and aerospace sectors, enabling them to address specific needs and enhance their operational efficiency.

Iris Light Technologies

Grant in 2021
Iris Light Technologies is an electronics company that specializes in advanced laser technology aimed at enhancing the silicon photonics market. The company develops innovative solutions that increase the bandwidth and energy efficiency of light chips by employing a unique and scalable method for integrating multiple lasers onto a single chip. This technology supports a variety of applications, including optical communications, optical sensors, and the emerging Internet of Things (IoT). By focusing on breakthrough on-chip laser technology, Iris Light Technologies empowers advancements in artificial intelligence and 5G communications, positioning itself as a key player in the evolving landscape of electronic solutions.

Onclave Networks

Grant in 2021
Onclave Networks specializes in securing Operational Technology devices through its Secure IoT platform. This platform combines best practices with patented software on standard hardware to isolate and contain segmented devices.

NanoVMs

Grant in 2021
NanoVMs Inc. specializes in providing a managed platform based on unikernel technology, which is designed for both public and private environments. The company's offerings include a fully managed production-ready unikernel platform, a unikernel database that enhances security by preventing shell code exploits, and a unikernel firewall. Additionally, NanoVMs provides managed services, application development, and migration assistance to help businesses adopt unikernel technology. Founded in 2015 and headquartered in San Francisco, California, NanoVMs is recognized as a leader in the unikernel space, delivering solutions that enable companies to operate their applications more efficiently and securely while minimizing costs.

ETALYC

Grant in 2021
ETALYC is a SaaS company specializing in optimizing traffic operations. It integrates modern technologies like IoT, machine learning, and big data analytics to analyze and improve traffic flow using data from various transportation modes.

Minority Serving - Cyberinfrastructure Consortium

Grant in 2021
The Minority Serving - Cyberinfrastructure Consortium (MS-CC) envisions a transformational partnership to promote advanced cyberinfrastructure (CI) capabilities on the campuses of Historically Black Colleges and Universities (HBCUs), Hispanic-Serving Institutions (HSIs), Tribal Colleges and Universities (TCUs), and other Minority Serving Institutions (MSIs).

WiLO Networks

Grant in 2021
WiLO Networks develops a low-power sensor network platform using wake-up radio technology. This enables continuous, low-latency communication, extends battery life, and reduces electronic waste, making sensor deployments more feasible in diverse IoT applications across industries like warehousing, healthcare, retail, and precision agriculture.

Sequegenics

Grant in 2021
Sequegenics is a technology company that specializes in genetic analysis through its fully automated cloud platform. The company has developed a novel approach utilizing augmented low-pass long-read next-generation sequencing (NGS) to identify structural variants and other complex types of genetic variations. By processing long-read NGS raw data, Sequegenics enables clients to efficiently minimize the time and cost associated with variant calling, while also enhancing turnaround time and scalability. This innovative platform supports researchers and healthcare professionals in their efforts to better understand genetic variations, ultimately contributing to advancements in genomic medicine.

Kaleido

Grant in 2021
Kaleido, Inc. is a developer of a cloud-based blockchain platform that simplifies the creation and management of enterprise private blockchain networks. Founded in 2005 and based in Raleigh, North Carolina, the company provides a versatile platform that supports multiple blockchain protocols, including Ethereum, Polygon Edge, and Hyperledger Fabric. Kaleido's services encompass features such as token transfer, token swap, document storage, and identity management, ensuring compliance and scalability for enterprises in regulated industries. The platform is designed for high availability and disaster recovery, boasting a 99.99% uptime over the past four years. With its focus on simplifying the adoption of blockchain and digital asset technologies, Kaleido serves a diverse array of sectors, including finance, healthcare, and supply chain management, helping organizations accelerate their digital transformation efforts.

Intellerce

Grant in 2021
Intellerce is a San Diego-based company founded in 2020 that specializes in developing a video streaming platform aimed at significantly lowering the costs associated with streaming video-on-demand content. The platform leverages artificial intelligence to minimize the reliance on data centers and Content Distribution Networks, resulting in reduced streaming expenses and decreased energy consumption. This innovative approach not only enhances the efficiency of video delivery but also contributes to lowering the carbon footprint of cloud computing infrastructures. By focusing on cost-effective and sustainable solutions, Intellerce enables video companies to provide an exceptional streaming experience to their users.

Kapalya

Grant in 2021
Kapalya Inc. is a technology company that specializes in mobile application development, focusing on secure access to corporate and cloud servers. Founded in 2015 and headquartered in Honolulu, Hawaii, with an additional office in Berkeley, California, Kapalya offers a mobile application that allows users to navigate and transfer files between various platforms, including corporate SharePoint farms, Windows file shares, and cloud-based storage applications, all utilizing fingerprint recognition for security. The company provides robust encryption solutions for a range of applications such as Box, Oracle, Amazon Web Services, and Salesforce, ensuring that sensitive files are securely stored both at-rest and in-transit. Kapalya caters to chief information officers, chief information security officers, executives, and enterprise users, enabling them to share encrypted files seamlessly across multiple cloud platforms while maintaining data integrity and security.

Corsha

Grant in 2021
Corsha securely connects machines, facilitates data movement, and automates processes. It focuses on identity and access management, protecting APIs against breaches.

Semiotic AI

Grant in 2021
Semiotic AI is a company that specializes in encrypted computing services utilizing Fully Homomorphic Encryption (FHE) to enhance data security and privacy in cloud environments. By allowing organizations to perform data analytics on sensitive information without compromising its integrity, Semiotic AI addresses critical concerns related to data protection. The company's technology also safeguards proprietary models by encrypting them prior to deployment. Founded in 2020 and headquartered in Los Altos, California, Semiotic AI aims to play a significant role in the evolving landscape of cloud computing, artificial intelligence, and emerging technologies. In addition, the company develops automated decision-making tools that leverage AI and cryptography to facilitate decentralized markets on the blockchain, enhancing price efficiency and usability for businesses and consumers alike. The founders bring extensive experience in cryptography and AI, positioning Semiotic AI as a key player in the future of secure data management.

Aliro Technologies

Grant in 2021
Aliro Technologies, Inc. specializes in developing a cloud-based software-as-a-service platform designed for coding within quantum environments. Founded in 2019 and headquartered in Boston, Massachusetts, the company provides a hardware-independent toolkit aimed at developers of quantum algorithms and applications for quantum computers. Known as AliroNet™, this platform facilitates the emulation, piloting, and deployment of entanglement-based quantum networks, which can support a wide range of applications from secure communications to clustered quantum computing and distributed quantum sensing. With a foundation rooted in research from Harvard University, Aliro Technologies comprises experts in both quantum and classical networking, positioning itself as a leader in quantum network development. Its user base spans utility companies, telecommunications providers, public sector organizations, enterprises, and researchers engaged in building the first entanglement-based quantum networks. The company also collaborates with industry and academic partners through various consortiums and is actively involved in quantum networking standards groups.

HealthTrends.AI

Grant in 2021
HealthTrends.AI provides a comprehensive platform that enhances the trustworthiness and accessibility of public health data through the integration of AI and blockchain technology. The company focuses on transforming health data into actionable insights, allowing organizations to effectively manage various aspects of healthcare, including finance, supply chain, logistics, and patient engagement. Its offerings include standard APIs, predictive analytics, and analytical reports, which facilitate seamless integration with existing systems and third-party tools. By delivering ongoing, independently auditable health information, HealthTrends.AI enables healthcare providers to make informed decisions based on reliable data, ultimately improving health outcomes and operational efficiency.

Max Powers

Grant in 2021
Max Powers is a New York-based company founded in 2014 that specializes in IT and electronics products and services. The company focuses on advanced technologies, including blockchain, cryptography, security, artificial intelligence, Big Data, and hardware platforms like FPGA and ARM. Max Powers develops and encrypts routers and other electronic appliances, leveraging artificial intelligence and blockchain technology to enhance security and facilitate anonymous communications and data publishing. By offering these innovative solutions, the company enables users to safeguard their data from censorship and improve their overall digital security.

Amissa Health

Grant in 2021
Amissa develops mobile and wearable application solutions aimed at alleviating the challenges of Alzheimer's care. The company’s technology empowers caregivers by allowing them to geo-fence and locate loved ones who may wander, remotely monitor their activity and health, and predict behaviors associated with Alzheimer's. In addition to these features, Amissa offers wearable biosensors integrated with a cloud-based data platform that collects biometric data on activity levels, sleep patterns, and physiological changes. This comprehensive approach not only aids caregivers in monitoring patients but also provides valuable insights for researchers seeking to understand disease progression, ultimately enhancing the quality of life for individuals with dementia and related disorders.

GreenSight

Grant in 2021
GreenSight develops a commercial drone platform for autonomous data collection. Its full-stack product combines custom hardware, software, advanced sensors, and data analytics to provide actionable insights in agriculture, energy, construction, and infrastructure sectors. The company initially focused on the golf course industry, offering daily agricultural analytics services and labor management solutions.

Emanate Wireless

Grant in 2020
Emanate Wireless develops cloud‑connected sensor devices that continuously monitor the operation, usage, and maintenance of clinical equipment in healthcare facilities. By attaching intelligent sensors to moving or in‑use assets, the company provides real‑time visibility into equipment utilization, helping hospitals streamline asset management, improve productivity, reduce staff stress, and maintain safety and regulatory compliance.

ClimateAI

Grant in 2020
ClimateAI, established in 2017 and headquartered in San Francisco, specializes in enterprise software designed to predict and mitigate physical risks associated with climate change on assets. Their platform employs an intuitive climate decision engine, open-source satellite imagery, statistical analysis, and machine learning to help investors, insurers, governments, and other stakeholders develop climate-resilient strategies. The company aims to reduce, monitor, and adapt to climate risks across various industries, including agriculture, energy, construction, and asset management.

PocketLab

Grant in 2020
PocketLab develops wireless sensors for scientific exploration and experimentation. Its affordable, user-friendly sensors measure acceleration, force, angular velocity, magnetic field, pressure, altitude, and temperature, enabling educators and students to conduct experiments, analyze data, and stream measurements to smartphones or tablets.

Solvus Global

Grant in 2020
Solvus Global is a provider of advanced technology solutions specifically aimed at the materials and manufacturing industries. The company specializes in additive manufacturing, machine learning, and sustainable materials processing. Solvus Global offers innovative solutions to optimize manufacturing processes, enhance efficiency, and foster growth for its clients. Their technology includes an online portal for purchasing quality-controlled, custom-processed powders suited for cold spray and additive manufacturing. Additionally, they develop customized data management systems that integrate into manufacturing cells, allowing clients to achieve real-time, secure cloud synchronization and implement machine-learning-based feedback controls to maximize process performance. With a focus on bespoke solutions, Solvus Global is dedicated to meeting the distinct needs of its customers.

bosWell

Grant in 2020
BosWell provides free record keeping and reporting tools tailored for community-based organizations. Its platform creates custom client intake forms, collects data from any device, and offers a dashboard to examine client data, enabling these organizations to save time, digitize data, generate insights, and enhance their clients' outcomes.

Prime Labs

Grant in 2020
Prime Labs is a technology company that offers cloud-based SaaS platforms for mass spectrometry data processing, analysis, reporting, and visualization in the field of medical drug discovery. Its software enables scientists to conduct experiments more efficiently, accurately, and comprehensively, streamlining workflows and reducing time spent on typically tedious processes. The platform is user-friendly and requires minimal training or installation, making it accessible to a wide range of users.

ZBeats

Grant in 2020
ZBeats is a healthcare technology company founded in 2019 and headquartered in Stony Brook, New York. It specializes in developing a cloud-based, AI-enabled electrocardiogram (ECG) analysis platform aimed at enhancing the accuracy of arrhythmia detection. The platform provides real-time, objective patient data, facilitating effective diagnosis and treatment while ensuring that healthcare providers can manage their own monitoring systems. This approach helps to avoid outsourcing issues, thereby improving the quality of care and enabling physicians to enhance healthcare services while reducing medical costs.

ViQi

Grant in 2020
ViQi is a software-as-a-service company specializing in scientific image analysis. It offers a customizable platform that enables users to tailor services for data storage and analysis to meet their specific requirements. The company provides tools for image processing and informatics across various sectors, including life sciences, construction, and agriculture. ViQi's platform features a bio-image semantic query system, which facilitates module development and assists with intranet deployment. Additionally, it supports the hosting of image collections, allowing clients to view, investigate, share, and store complex data and images efficiently. This comprehensive approach enables swift results and enhances the discovery process for users in diverse fields.

RocketML

Grant in 2020
RocketML is a technology company that specializes in developing an end-to-end machine learning platform. This platform empowers users to build, test, and deploy machine learning models and AI applications efficiently. It offers features such as model building, experiment tracking, and scaling on both GPU and CPU, ensuring high training speeds and cost-effectiveness.

ChameleonCloud

Grant in 2020
Cloud services have become ubiquitous to all major 21st century economic activities. However, cloud services and technologies can be significantly more powerful than they are now. A persistent barrier to further advancement has been the lack of a large-scale and open cloud research platforms. With funding from the National Science Foundation (NSF), the Chameleon project will provide such a large-scale platform to the open research community allowing them explore transformative concepts in deeply programmable cloud services, design, and core technologies. Chameleon will allow users to explore problems ranging from the creation of Software as a Service to kernel support for virtualization. This broad range of supported research includes many other areas such as developing Platforms as a Service, creating new and optimizing existing Infrastructure as a Service components, investigating software-defined networking, and optimizing virtualization technologies. The Chameleon testbed, will be deployed at the University of Chicago and the Texas Advanced Computing Center and will consist of 650 multi-core cloud nodes, 5PB of total disk space, and leverage 100 Gbps connection between the sites. While a large part of the testbed will consist of homogenous hardware to support large-scale experiments, a portion of it will support heterogeneous units allowing experimentation with high-memory, large-disk, low-power, GPU, and co-processor units. The project will also leverage existing FutureGrid hardware at the University of Chicago and the Texas Advanced Computing Center in its first year to provide a transition period for the existing FutureGrid community of experimental users. To support the broad range of experiments experiments described above, the project will support a graduated configuration system allowing full user configurability of the software stack, from provisioning of bare metal and network interconnects to delivery of fully functioning cloud environments. A special feature of Chameleon is that it provides for an exceptionally close integration of clouds and networks, which substantially enhances the capabilities of both. In addition, to facilitate experiments, Chameleon will support a set of services designed to meet researchers needs, including support for experimental management, reproducibility, and repositories of trace and workload data of production cloud workloads. The project is led by the Computation Institute at the University of Chicago and partners from the Texas Advanced Computing Center at the University of Texas at Austin, the International Center for Advanced Internet Research at Northwestern University, the Ohio State University, and University of Texas at San Antonio, comprising a highly qualified and experienced team. The team includes members from the NSF supported FutureGrid project and from the GENI community, both forerunners of the NSFCloud solicitation under which this project is funded. Chameleon will also form a set of partnerships with commercial and academic clouds, such as Rackspace, CERN and Open Science Data Cloud (OSDC), and will partner with other testbeds, notably GENI and INRIA's Grid'5000 testbed.

Blue Cranium

Grant in 2020
Blue Cranium develops cutting-edge technology solutions for the commercial, medical, transportation, space, and defense industries. Comsat Architects has been established as a trade name by Blue Cranium LLC.

Exostellar

Grant in 2020
Exostellar is a technology company that specializes in cloud resource management and optimization, focusing on enhancing cost efficiency in cloud computing. Founded in 2018 and based in Ithaca, New York, the company leverages exclusive license agreements for patent-pending technologies developed at Cornell University, integrating artificial intelligence and machine learning into its solutions. Exostellar offers tools such as X-Spot, which dynamically relocates containers between spot and regular instances, and X-Consolidate, which optimizes container usage based on workload fluctuations. The platform combines application containers and virtual machines, allowing for portable architecture and live migration of stateful workloads, ultimately helping enterprises to significantly reduce cloud computing expenses while improving reliability and performance.

ApertureData

Grant in 2020
ApertureData develops a unified database platform that streamlines AI deployment by centralizing diverse datasets like images, videos, documents, and embeddings. It offers knowledge graph and vector search capabilities, enhancing productivity for data science teams building multimodal AI solutions.

InContext

Grant in 2020
InContext is a developer of an innovative healthcare platform that focuses on enhancing clinical decision support and quality management. The company's technology integrates seamlessly with electronic medical record systems, alleviating the burden of data entry and transformation tasks that often overwhelm healthcare providers. By automating these processes, InContext enables physicians to concentrate on patient care. Additionally, the platform features tools that capture reimbursement opportunities and assist users in actively managing care quality and compliance for both individuals and teams. This approach aims to streamline clinical workflows and improve overall efficiency in healthcare settings.

Astrolabe Analytics

Grant in 2020
Astrolabe Analytics specializes in battery data management and predictive analytics solutions, catering primarily to the automotive and electric vehicle sectors, along with aerospace and grid storage industries. The company offers a comprehensive analytics tool designed for various stakeholders across the battery value chain, from materials developers to systems integrators. Their platform enables clients to enhance business outcomes, expedite time-to-market, and make informed decisions through customized insights derived from battery data management and predictive analytics. Additionally, Astrolabe Analytics provides consulting services tailored to meet specific client needs.

RediMinds

Grant in 2020
RediMinds is a consulting firm specializing in digital engineering services that assist businesses in managing complex databases and implementing modern data systems. The company focuses on developing comprehensive data strategies, data engineering, data mining, and data innovation, tailored to meet the unique needs of its clients. By leveraging emerging data-driven insights, RediMinds enables organizations to collaborate effectively with their analytics and decision science teams. This partnership helps businesses validate their digital, cloud, and AI investments while enhancing operational efficiency and profitability. Through rapid experimentation and custom solutions, RediMinds empowers clients to create superior customer experiences and maintain a competitive edge in their respective markets.

SkyGig

Grant in 2020
SkyGig is a Michigan-based company specializing in millimeter-wave wireless communications. It develops innovative beamforming technology to provide scalable, cost-effective broadband connectivity.

Curated Networks

Grant in 2020
Founded in 2019, Curated Networks develops innovative routing and forwarding technologies for the link-layer and network layer. Headquartered in Santa Cruz, California, the company offers a dynamic L2/L3 underlay routing solution that enhances network performance, security, and efficiency.

Bioz

Grant in 2020
Bioz is a cloud-based, AI-driven search and data-mining platform for life sciences that analyzes peer-reviewed literature, including full text and materials and methods sections, to identify reagents, instruments, equipment, and consumables. It provides relevancy-ranked results, research-relevant correlations, product ratings, and collaboration optimization, helping scientists quickly find, compare, and select the right products. By structuring data from the articles, Bioz accelerates experimentation and speeds drug discovery for researchers in academia and biopharma. Founded in 2013 and based in Palo Alto, Bioz aims to streamline procurement and enable faster scientific progress by turning complex literature into actionable product insights.

Onda Vision Technologies

Grant in 2020
Onda Vision Technologies is a company developing wearable sensors for real-time hydration monitoring, aiming to minimize exertional heatstroke incidents among youth, thereby reducing medical costs and long-term health risks associated with such conditions. Their IoT-based platform analyzes hydration data streams using proprietary deep-learning algorithms, enabling timely, meaningful end-user decisions through cloud-based analytics.

NeuroFlow

Grant in 2020
NeuroFlow, Inc. is a digital health company that develops a cloud-based platform designed to enhance access to behavioral health and engage patients throughout the continuum of mental healthcare. Founded in 2016 and headquartered in Philadelphia, Pennsylvania, NeuroFlow provides healthcare providers with tools for remote patient monitoring and integration of behavioral health across various care settings, including psychology, primary care, and pain management. The platform employs evidence-based practices to track, assess, and engage patients, promoting overall wellness and improving compliance with treatment. By utilizing patient-generated questionnaires and journaling, NeuroFlow enables individuals to monitor their mental health outcomes and achieve tangible progress. The company has established strategic partnerships with organizations like Smart Health Innovation Lab and Mental Health America to further its mission of improving mental health support and outcomes.

SpringGem Weather Information

Grant in 2020
SpringGem Weather Information is a company based in North Potomac, Maryland, that specializes in providing current and forecasted weather and energy information as a free community service. Founded by Menglin Susan, the company operates a weather forecasting platform that utilizes advanced technologies, including numerical weather forecasting, satellite and ground remote sensing, data science, and cloud computing. This integration allows SpringGem to deliver hyperlocal weather information tailored to various applications such as urban energy management, traffic safety, agricultural monitoring, and environmental assessment. By focusing on accuracy and accessibility, SpringGem aims to meet the diverse weather-related needs of individuals and organizations.

JuliaHub

Grant in 2020
JuliaHub is a platform empowering scientists, engineers, and innovators with high-performance computing capabilities. It enables discovery, building, and sharing of packages, along with effortless parallel computing.

Mytide Therapeutics

Grant in 2019
Mytide specializes in peptide synthesis and purification, aiming to facilitate diverse applications. They collaborate with partners to tackle challenges in peptide production, identify useful modifications, and design peptide libraries. Mytide offers a cloud platform for immediate ordering, properties calculation, order tracking, and interactive data display.

USEncryption

Grant in 2019
USEncryption specializes in Privacy-Enhancing Technology, allowing confidential data sharing while maintaining privacy and security. Its patented technology enables processing encrypted data, facilitating insights extraction without decrypting first. This benefits industries like finance, healthcare, AI, and advertising by unlocking valuable insights from sensitive data while ensuring compliance with privacy standards.

Axalume

Grant in 2019
Axalume develops proprietary silicon photonic integrated circuits combined with silicon electronics. Their technology aims to address interconnect bottlenecks in servers, datacenters, and high-performance computing systems. Axalume's products include silicon photonics IP, chipsets, and architecture designed to enhance Internet data centers' speed, cost-efficiency, space utilization, and energy efficiency.

Culture Biosciences

Grant in 2019
Culture Biosciences, Inc. is a biotechnology company based in South San Francisco, California, that offers an innovative biomanufacturing platform designed for scientists to efficiently run, monitor, and analyze bioreactor experiments through the cloud. Founded in 2016, the company specializes in developing automated bioreactors and fermentation tools that enable biotech companies to optimize their manufacturing processes. By leveraging robotic sample handling and cloud-based data monitoring and analysis, Culture Biosciences significantly accelerates the ability of scientists to manage bioreactor operations compared to traditional methods. This allows for faster product development and market readiness, streamlining the biomanufacturing workflow for its clients.

PQSecure

Grant in 2019
PQSecure specializes in developing and implementing post-quantum cryptographic solutions. They offer symmetric and asymmetric algorithms designed to secure current devices against potential threats from quantum computers.

Prime Labs

Grant in 2019
Prime Labs is a technology company that offers cloud-based SaaS platforms for mass spectrometry data processing, analysis, reporting, and visualization in the field of medical drug discovery. Its software enables scientists to conduct experiments more efficiently, accurately, and comprehensively, streamlining workflows and reducing time spent on typically tedious processes. The platform is user-friendly and requires minimal training or installation, making it accessible to a wide range of users.

Wisran

Grant in 2019
WISRAN specializes in smart data and process management technology focused on real-time water measurement and management. The company develops a cloud-enabled software platform that collects data from various equipment, such as pumps, to provide insights into operations and business intelligence. This technology serves smart cities, equipment manufacturers, utilities, and regulators, aiming to enhance efficiency, identify new revenue opportunities, and reduce costs. Additionally, WISRAN offers a SaaS-based agtech platform that utilizes tablets equipped with accelerometers and GPS for agricultural equipment. This feature allows farmers to gather telematics data, ultimately improving worker productivity and optimizing agricultural machinery logistics.

ETALYC

Grant in 2019
ETALYC is a SaaS company specializing in optimizing traffic operations. It integrates modern technologies like IoT, machine learning, and big data analytics to analyze and improve traffic flow using data from various transportation modes.

Red Oak Strategic

Grant in 2019
Red Oak Strategic is a data science and analytics firm that empowers clients with tailored, data-driven solutions. They specialize in cloud-based data science applications using R, Python, Spark, and h2o, along with infrastructure design, database solutions, and data visualizations. Their expertise spans various sectors, including political campaigns, corporate institutions, non-profits, and startups, helping these organizations enhance decision-making, optimize processes, and achieve strategic goals.

SkyGig

Grant in 2019
SkyGig is a Michigan-based company specializing in millimeter-wave wireless communications. It develops innovative beamforming technology to provide scalable, cost-effective broadband connectivity.

bosWell

Grant in 2019
BosWell provides free record keeping and reporting tools tailored for community-based organizations. Its platform creates custom client intake forms, collects data from any device, and offers a dashboard to examine client data, enabling these organizations to save time, digitize data, generate insights, and enhance their clients' outcomes.

SegAna

Grant in 2019
SegAna is a medical device company that developed RTapp, a cloud-based platform for radiation oncology. RTapp automatically visualizes daily changes in anatomy during the entire course of treatment, identifies at-risk plans, and predicts when plans will exceed constraints, helping physicians adjust therapy to spare healthy tissue. The platform aims to improve radiation treatment efficacy and patient quality of life. Founded in 2015 and headquartered in Orlando, Florida, SegAna focuses on advancing oncology care through streamlined automation and data-driven treatment planning.

DataChat

Grant in 2019
DataChat develops a conversational intelligence platform that enables users to interact with their data naturally through language. It offers predictive analytics, visualization tools, and collaboration features, allowing users to uncover patterns in data and make informed decisions quickly.

Chef Koochooloo

Pre Seed Round in 2019
Chef Koochooloo is an educational company that offers a unique platform designed to enhance children's learning through cooking. Its enrichment program integrates cooking and culinary activities with academic subjects such as math, science, and global competency, aligning with educational standards like Common Core and New Generation Science Standards. The company provides various resources, including a cooking application, after-school programs, and private lessons, to support active learning and improve children's health and education. Notable projects include a TV show, a kid-friendly educational cookbook, and interactive lessons that allow students to explore recipes while learning essential concepts. The team comprises nutritionists, chefs, curriculum designers, educators, and game designers who collaborate to create engaging, interdisciplinary educational experiences. Chef Koochooloo aims to inspire both children and educators to discover the world through healthy cooking, with plans to expand its offerings to other areas that emphasize STEM education.

Stateless

Grant in 2019
Stateless is a Boulder, Colorado‑based company that develops software‑defined interconnect solutions for private and hybrid cloud environments. Its platform, including the Luxon interconnect network, delivers virtualized network functions such as routing, security, and automation across multiple endpoints, including data centers, tenant sites, and hyperscale clouds. By enabling dynamic, multi‑tenant connectivity, Stateless allows service providers to scale network services efficiently and cost‑effectively.

Agita Labs

Grant in 2019
Agita Labs is a startup based in Ann Arbor, Michigan. It specializes in developing advanced privacy-preserving computing architectures designed to facilitate the creation of new data markets while safeguarding intellectual property and respecting personal information.

Solvus Global

Grant in 2019
Solvus Global is a provider of advanced technology solutions specifically aimed at the materials and manufacturing industries. The company specializes in additive manufacturing, machine learning, and sustainable materials processing. Solvus Global offers innovative solutions to optimize manufacturing processes, enhance efficiency, and foster growth for its clients. Their technology includes an online portal for purchasing quality-controlled, custom-processed powders suited for cold spray and additive manufacturing. Additionally, they develop customized data management systems that integrate into manufacturing cells, allowing clients to achieve real-time, secure cloud synchronization and implement machine-learning-based feedback controls to maximize process performance. With a focus on bespoke solutions, Solvus Global is dedicated to meeting the distinct needs of its customers.

AquaNRG

Seed Round in 2019
AquaNRG has developed a state-of-the-art cloud-based application for energy, water and environmental markets which merges physics-chemistry simulation with machine learning for faster, more accurate and less expensive product and process design and engineering

Cloudseal

Grant in 2019
Cloudseal is a technology company focused on enhancing software reliability and predictability by addressing the challenge of hard-to-reproduce bugs that hinder developers' productivity. The company has developed a secure deterministic container technology that facilitates the continuous and precise recording of software behavior. This innovative environment allows developers to run consistent and accurate tests on their code, ensuring that any bugs or crashes can be fully reproduced. By enabling efficient debugging and minimizing the impact of random failures, Cloudseal aims to streamline the software development process, allowing developers to allocate more time to building features rather than troubleshooting issues.

Kaizen Technologies

Grant in 2019
Kaizen Technologies helps organizations improve their performance, manage their projects, implement technology, and develop new products and services. They have helped companies from serial entrepreneurs to Fortune 500 companies solve their technology, software development, and mobile app development needs.

Exostellar

Grant in 2019
Exostellar is a technology company that specializes in cloud resource management and optimization, focusing on enhancing cost efficiency in cloud computing. Founded in 2018 and based in Ithaca, New York, the company leverages exclusive license agreements for patent-pending technologies developed at Cornell University, integrating artificial intelligence and machine learning into its solutions. Exostellar offers tools such as X-Spot, which dynamically relocates containers between spot and regular instances, and X-Consolidate, which optimizes container usage based on workload fluctuations. The platform combines application containers and virtual machines, allowing for portable architecture and live migration of stateful workloads, ultimately helping enterprises to significantly reduce cloud computing expenses while improving reliability and performance.

Beagle Learning

Grant in 2019
Beagle Learning LLC is a technology company based in Paradise Valley, Arizona, that specializes in enhancing critical thinking and inquiry-based learning through its online platform. Founded in 2018, Beagle's software automatically summarizes and analyzes student questions, providing educators with insightful reports that highlight popular and unique queries within a course. This functionality allows instructors to focus more on meaningful interactions with students rather than spending excessive time on discussion boards. The platform is designed to support both in-person and remote teams by streamlining decision-making processes, enabling users to gather input efficiently and select the most relevant ideas. Beagle's AI system evaluates the quality of chosen ideas and records the rationale behind decisions, facilitating quicker onboarding for new teams and reducing redundant efforts. The company collaborates with various stakeholders, including higher education institutions, corporate entities, and the US Department of Defense, to improve trainee retention, enhance team engagement, and expedite critical decision-making.

RocketML

Seed Round in 2019
RocketML is a technology company that specializes in developing an end-to-end machine learning platform. This platform empowers users to build, test, and deploy machine learning models and AI applications efficiently. It offers features such as model building, experiment tracking, and scaling on both GPU and CPU, ensuring high training speeds and cost-effectiveness.

BioInfoExperts

Grant in 2018
BioInfoExperts specializes in comprehensive molecular surveillance services aimed at understanding infectious disease dynamics and monitoring pathogens. The company provides a range of services, including genomic sequencing, extraction of ribonucleic acid (RNA) and deoxyribonucleic acid (DNA), and advanced data analytics. Additionally, BioInfoExperts offers cloud-based data visualizations, facilitating efficient research and development of diagnostic tests for various infectious diseases. With a focus on supporting laboratory services, the company enables clients to enhance their capabilities in pathogen surveillance and analysis.

Zulip

Grant in 2018
Zulip is the only modern team chat app that is designed for both live and asynchronous conversations. Zulip topics create a separate space for each discussion, so different conversations will never get in each other's way. Teams of all sizes rely on Zulip - Fortune 500 companies, open-source projects, startups, and many others. Zulip is 100% open-source enterprise-grade software, self-hosted or in the cloud. Zulip can transform how your organization communicates: - Leaders can prioritize their time and batch-reply to messages, and thus effectively participate in the chat community. - More discussions can be moved from meetings and email to chat. - Individual contributors can do focused work instead of paging through GIFs making sure they don’t miss anything important. -Remote workers can participate in an equal way to people present in person. -Employees don’t need to be glued to their keyboard or phone in order to avoid missing out on important conversations. -Everyone saves a huge amount of wasted time and attention.

Cognii

Grant in 2018
Cognii, Inc. is a technology company that specializes in developing assessment tools for online learning platforms, focusing on the evaluation of essay-type answers. Utilizing advanced natural language processing technology, Cognii provides customized feedback that goes beyond simple scoring, fostering active learning and enhancing knowledge retention among students. The company's solutions are accessible via an API, making them compatible with various online learning environments, including learning management systems and massive open online courses. Serving K-12, higher education, and corporate training markets in the United States, Cognii aims to improve learning outcomes, streamline the grading process for educators, and make engaging education more scalable. Founded in 2013 and headquartered in Boston, Massachusetts, Cognii is positioned at the intersection of artificial intelligence and education technology.

OpenSpace

Grant in 2018
OpenSpace develops automated 360-degree video capture and mapping for construction sites, providing photo documentation software that captures images frequently and ties them to project plans. Founded in 2017 and headquartered in San Francisco, OpenSpace offers reality capture and AI-powered analytics that create navigable, complete photo representations of job sites, enabling faster data capture from preconstruction through operations, improving collaboration and reducing risk compared with traditional text-based workflows.

NeuroFlow

Grant in 2018
NeuroFlow, Inc. is a digital health company that develops a cloud-based platform designed to enhance access to behavioral health and engage patients throughout the continuum of mental healthcare. Founded in 2016 and headquartered in Philadelphia, Pennsylvania, NeuroFlow provides healthcare providers with tools for remote patient monitoring and integration of behavioral health across various care settings, including psychology, primary care, and pain management. The platform employs evidence-based practices to track, assess, and engage patients, promoting overall wellness and improving compliance with treatment. By utilizing patient-generated questionnaires and journaling, NeuroFlow enables individuals to monitor their mental health outcomes and achieve tangible progress. The company has established strategic partnerships with organizations like Smart Health Innovation Lab and Mental Health America to further its mission of improving mental health support and outcomes.

eSat Global

Grant in 2018
eSAT Global is a San Diego-based company founded in 2017 that specializes in providing direct-to-satellite connectivity solutions for Internet of Things (IoT) devices. The company offers ultra-low power, two-way, and low-latency narrowband services tailored for a variety of sectors, including power distribution, oil and gas, smart agriculture, transportation, and maritime industries. eSAT Global's services do not depend on terrestrial infrastructure or backhaul, enabling global coverage with latency as low as two seconds. This capability allows clients to enhance their operational efficiency and minimize losses through reliable communication solutions.

Intensivate

Grant in 2018
Intensivate develops chip technology designed to enhance cloud-based analytic and database workloads. Its patented cluster central processing units offer significant improvements in performance, cost, power consumption, and space requirements, without needing additional software layers.

PocketLab

Grant in 2018
PocketLab develops wireless sensors for scientific exploration and experimentation. Its affordable, user-friendly sensors measure acceleration, force, angular velocity, magnetic field, pressure, altitude, and temperature, enabling educators and students to conduct experiments, analyze data, and stream measurements to smartphones or tablets.

Prime Labs

Grant in 2018
Prime Labs is a technology company that offers cloud-based SaaS platforms for mass spectrometry data processing, analysis, reporting, and visualization in the field of medical drug discovery. Its software enables scientists to conduct experiments more efficiently, accurately, and comprehensively, streamlining workflows and reducing time spent on typically tedious processes. The platform is user-friendly and requires minimal training or installation, making it accessible to a wide range of users.

SegAna

Grant in 2018
SegAna is a medical device company that developed RTapp, a cloud-based platform for radiation oncology. RTapp automatically visualizes daily changes in anatomy during the entire course of treatment, identifies at-risk plans, and predicts when plans will exceed constraints, helping physicians adjust therapy to spare healthy tissue. The platform aims to improve radiation treatment efficacy and patient quality of life. Founded in 2015 and headquartered in Orlando, Florida, SegAna focuses on advancing oncology care through streamlined automation and data-driven treatment planning.

Radial Analytics

Grant in 2018
Radial Analytics focuses on addressing significant data challenges in healthcare through its innovative cloud-based planning system. The company's primary product is a decision support solution designed for hospital case managers and discharge planners, enabling them to identify the most appropriate post-acute care facilities for patients. This system utilizes an evidence-driven approach, taking into account each patient's unique clinical, functional, and behavioral needs. By capturing and processing extensive real-time patient data, Radial Analytics helps hospitals optimize the quality of care while reducing post-acute costs for shared-risk patients. The company is partially supported by the National Science Foundation, which aids in the development of technology aimed at creating positive societal and economic impacts.

Planck Aerosystems

Grant in 2018
Planck Aerosystems Inc. is an autonomous drone company based in San Diego, California, founded in 2014. The company specializes in developing innovative drone technology, particularly through its Shearwater software, which enhances surveillance and mapping capabilities for various applications, including emergency response and scientific research. Planck Aerosystems integrates artificial intelligence into its systems, enabling drones to operate autonomously from moving vehicles or vessels, both on land and at sea. This advanced vision-based navigation and control technology significantly expands the operational applications of drones across sectors such as security, defense, maritime, and logistics. Planck serves government agencies and industrial maritime operators, providing them with new capabilities to improve efficiency and effectiveness in their operations.

NGCodec

Convertible Note in 2018
NGCodec Inc. is a technology company that specializes in video encoding solutions, focusing on high efficiency video coding (HEVC) standards, also known as H.265. Founded in 2012 and headquartered in Sunnyvale, California, the company develops advanced video encoders and decoders designed for cloud video processing, transcoding, and applications in virtual and augmented reality. NGCodec's flagship product, Reality Codec, optimizes video compression for ultra-low latency and high-quality performance, making it suitable for real-time media experiences. The company's offerings include silicon-based HEVC video decoders and field-programmable gate array (FPGA) implementations, catering to various markets such as decoder system-on-chip and encoder markets globally. NGCodec operates as a subsidiary of Xilinx, Inc., leveraging its resources to enhance its innovative solutions in the video technology space.

DataChat

Grant in 2017
DataChat develops a conversational intelligence platform that enables users to interact with their data naturally through language. It offers predictive analytics, visualization tools, and collaboration features, allowing users to uncover patterns in data and make informed decisions quickly.

PQSecure

Grant in 2017
PQSecure specializes in developing and implementing post-quantum cryptographic solutions. They offer symmetric and asymmetric algorithms designed to secure current devices against potential threats from quantum computers.

Bayesian Health

Grant in 2017
Founded in 2016, Bayesian Health offers an AI-driven platform that integrates with hospital EMR systems. It provides real-time, actionable insights to healthcare teams by analyzing multi-layered clinical data sets, enabling timely decisions and improving patient care efficiency.

Axalume

Grant in 2017
Axalume develops proprietary silicon photonic integrated circuits combined with silicon electronics. Their technology aims to address interconnect bottlenecks in servers, datacenters, and high-performance computing systems. Axalume's products include silicon photonics IP, chipsets, and architecture designed to enhance Internet data centers' speed, cost-efficiency, space utilization, and energy efficiency.

Zizmos

Grant in 2017
Zizmos Inc, founded in 2014 and based in Palo Alto, California, specializes in developing cloud-connected seismic networks that offer earthquake early warning systems and high-resolution shake maps for urban environments. The company's technology utilizes mobile and wireless sensors, specifically micro electro mechanical sensors, to detect seismic activity. By providing timely notifications of earthquakes and other shake hazards through smartphones, Zizmos enhances public safety and preparedness in urban areas susceptible to seismic events.

Intentionet

Grant in 2017
Intentionet is a developer of management software that focuses on enhancing network reliability and security. The company specializes in analyzing network configurations to identify errors and automate change testing for both on-premises and cloud-based environments. By proactively addressing potential issues that could lead to outages or security breaches, Intentionet’s software provides clients with improved visibility into their network's security posture and connectivity matrix. This approach allows organizations to deploy and maintain their networks with confidence, minimizing the risks associated with operational disruptions and compliance violations.

Perceive

Grant in 2017
Perceive is a developer of computer vision technology and cloud-based retail analytics software aimed at enhancing business operations. The company specializes in collecting and analyzing 3D video data to understand consumer interactions within physical spaces. By leveraging artificial intelligence, Perceive's software provides businesses with actionable insights into in-store shopper behavior, eliminating the need for traditional methods like surveys and clipboard observations. This innovative approach enables companies to make data-driven decisions based on real-time metrics rather than anecdotal evidence. Perceive's technology addresses the challenges of gathering spatial analytics, which have historically been complex and costly due to the requirement for external power and connectivity. As a result, it offers a more efficient means for businesses to measure return on investment and optimize their operations.
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