#Types of cloud computing

[herovired12]

Cloud computing delivers services over the internet, allowing users to access and store data remotely. It includes services such as storage, processing power, and software applications. This technology enables scalability, flexibility, and cost-efficiency, transforming how individuals and businesses manage resources and collaborate. Click here to learn more.

[nextworktechnologies]

Best Cloud Solutions Company in Zirakpur - Nextwork Technologies

In today’s rapidly evolving digital world, businesses increasingly rely on cloud services for seamless data management and enhanced operational efficiency. If you’re searching for the best cloud solutions company in Zirakpur, look no further than Nextwork Technologies. Our innovative cloud computing solutions cater to businesses of all sizes, offering secure, scalable, and reliable services designed to meet the growing demands of the digital landscape.

What is Cloud Computing?

Cloud computing refers to the delivery of various computing services—like servers, storage, databases, networking, and software—over the internet (“the cloud”). It allows businesses to access and store data, run applications, and process information without relying on physical infrastructure.

Types of Cloud Computing Services

When choosing a cloud solutions provider, understanding the types of cloud computing services is crucial. There are three primary models:

Infrastructure as a Service (IaaS): Offers virtualized computing resources such as servers, networks, and storage.

Platform as a Service (PaaS): Provides a platform allowing developers to build and deploy applications without managing the underlying infrastructure.

Software as a Service (SaaS): Delivers software applications over the internet, eliminating the need for local installation.

Why Choose Nextwork Technologies?

As the best cloud services provider in Zirakpur, Nextwork Technologies offers a comprehensive suite of cloud solutions that can transform your business operations. Our services are tailored to meet your specific needs, from cloud storage to computing power.

Advantages of Cloud Computing

Partnering with a top cloud solutions company like Nextwork Technologies provides multiple advantages, including:

Cost Efficiency: Reduce IT operational costs by using cloud infrastructure and only paying for what you use.

Scalability: Easily scale up or down your resources based on your business demands.

Security: Our cloud solutions ensure the highest level of security, safeguarding your data from unauthorized access.

Accessibility: Access your data and applications from anywhere, at any time, improving collaboration and productivity.

Backup and Recovery: Ensure data protection with automatic backups and quick disaster recovery options.

Cloud Service Platforms

Cloud computing relies on several leading platforms to offer services. The top platforms we work with include:

Amazon Web Services (AWS)

Microsoft Azure

Google Cloud

IBM Cloud

These platforms are known for their reliability, extensive features, and global reach, making them the backbone of modern cloud computing.

Top Data Center Providers in India

To ensure efficient cloud services, having access to a reliable data center is essential. India is home to some of the world’s top data center companies. These centers play a pivotal role in hosting cloud platforms and ensuring uptime for cloud applications. Here are some of the largest data center operators in India:

CtrlS: Known for operating the country’s largest Tier 4 data center.

Netmagic: A key player providing data hosting and cloud solutions.

Yotta Infrastructure: Hosts one of India’s biggest data centers in Mumbai.

Sify Technologies: Offers robust cloud and data center services.

STT GDC India: Provides data centers across major Indian cities, including Mumbai, Delhi, and Bengaluru.

How Nextwork Technologies Fits Into the Ecosystem

Nextwork Technologies partners with some of these top data centers in India to provide unparalleled cloud solutions. Our cloud infrastructure is hosted on state-of-the-art data centers, ensuring high availability, security, and performance for our clients.

Data Centers in India – The Backbone of Cloud Services

India has seen significant growth in data center infrastructure, with new players entering the market and existing providers expanding their facilities. The country is fast becoming a hub for global cloud service providers due to its growing internet penetration, strong IT industry, and competitive power costs.

If you're seeking India’s biggest data center or looking to collaborate with the best data center companies in India, you’ll want to consider operators like CtrlS, STT GDC, and Netmagic, all of which offer top-tier facilities.

Nextwork Technologies – Your Cloud Partner in Zirakpur

As a leading cloud solutions provider in Zirakpur, Nextwork Technologies delivers unmatched cloud computing services powered by cutting-edge data center technology. We are dedicated to helping businesses move their operations to the cloud with ease, ensuring a smooth transition and long-term success.

Our Services Include:

Cloud Storage: Offering scalable and secure storage solutions for businesses.

Data Backup and Recovery: Ensuring that your business-critical data is protected with real-time backups and recovery options.

Application Hosting: Providing a reliable platform for hosting web applications and databases.

Cloud Consultation: Guiding businesses through their cloud adoption journey by offering expert advice on the best solutions for their needs.

How to Choose the Best Cloud Solutions Company

When choosing the best cloud computing solution in Zirakpur, consider factors like experience, security measures, scalability, and customer support. Nextwork Technologies excels in all these areas, offering a range of services customized to suit your business’s requirements.

Here’s what sets us apart:

Extensive Experience: With over a decade of expertise in cloud computing, we’ve helped numerous businesses transition smoothly to the cloud.

Top-Tier Security: We employ advanced security measures like encryption and multi-factor authentication to protect your data.

Customer Support: Our support team is available 24/7 to assist with any technical issues or questions you may have.

Customizable Plans: Our cloud solutions are flexible, allowing businesses to scale their resources based on real-time needs.

Conclusion: Future-Proof Your Business with Nextwork Technologies

With cloud computing becoming a critical component of modern business, partnering with the best cloud solutions company in Zirakpur is a smart move. Nextwork Technologies is committed to providing world-class cloud services that help businesses grow, innovate, and succeed in a competitive environment. Our solutions are designed to be flexible, secure, and efficient—empowering you to achieve operational excellence.

Whether you’re a small startup or a large enterprise, our cloud services can be tailored to meet your unique business needs. So why wait? Contact us today and take the first step toward a more efficient and scalable future.

[zeravmeta]

nichest of niche complaints of a hyper specific topic but im tired of pokemon youtubers treating the gen 3 regi braille puzzle as some inconceivable mystical thing that no child could have ever solved. like not only did the original box include a fucking braille guide but goddamn dude you really think braille is such an insane thing for children to grasp? im sorry a language made for disability access for blind/visually impaired people is so ludicrous to you that you think a child couldn't understand

[front-facing-pokemon]

[telamonz]

john bomb ( RBLXware ) stimboard for anon i was about to make one of these for myself, thank you for the request ^.^

💙| 💣| 💙 💙| 💙| 💙 💙| 💣| 💙

[yuriyuruandyuraart]

i've been manually shading this grass and having sai crash so many times in a row i might be going insane :'D

[sidestriker]

making icons was a shot in the foot to my business strategy of posting all my replies from work and then lying about doing more when i get home.

[fazmid]

it seems like every 6 months there's some new panic on my dash about google docs' TOS and also every 6 months I'm confused about why so many people still use google docs. I thought this was the "fuck google chrome, switch to Firefox" website so where is the same enthusiasm for word processing alternatives. please love yourselves and download libreoffice or something

[pandagirl45]

Multiverses are great because just about anything can happen.

Even funnier, everyone has toon force, so now it is slapstick comedy on acid. Also simply thinking about toon force Tony is a highlight right now. See now, toon force meets horror movie logic, thats simply scooby doo.

It’s shit being a superhero when you know that the multiverse exists. You spend all day saving people, you’re tired, you want to go to bed, and right before you fall asleep someone says “The High Evolutionary is going to turn everyone on earth into a werewolf!” and every bone in your body says “Fucking. Maybe we can be the werewolf dimension. The Universe Where Everyone Is A Werewolf. There are infinite dimensions where everyone isn’t a werewolf. It could be fine. It could be good even.”

And you fight the High Evolutionary and you win and your world isn’t the Werewolf Dimension. But the thought was there. God the thought was there

[nextworktechnologies]

Top Data Center and Cloud Solutions Providers in India: Insights on Nextwork Technologies and Cloud Services in Zirakpur

India’s rapid technological growth has fueled the rise of data centers and cloud service providers across the country. For businesses seeking reliable infrastructure, data centers in India are evolving to meet the demands of digital transformation. This blog highlights some of the best data center companies, including Nextwork Technologies, India’s biggest data center, and explores the best cloud computing solutions in Zirakpur.

Overview of Data Centers in India

As the demand for digital storage and computing power surges, data center companies in India have taken center stage. From global companies to local providers, India offers a wide variety of options.

India’s biggest data center is located in Mumbai, managed by Yotta Infrastructure. Spread across 820,000 square feet, Yotta NM1 stands as one of Asia’s largest, boasting robust security features, scalable infrastructure, and advanced technology to support enterprises’ needs. Many other data center companies in India also offer state-of-the-art facilities, catering to various business needs.

Top Data Center Companies in India

Nextwork Technologies Headquartered in Mumbai, Nextwork Technologies is a rising player in the Indian data center market. They are known for their reliable and scalable solutions for businesses of all sizes. Whether it’s providing uninterrupted connectivity or offering secure storage, they’re a go-to for enterprises looking for quality service.

CtrlS Data Centers With a focus on enterprise solutions, CtrlS is another key player. Known for its hyper-scalable data centers, CtrlS offers Tier-4 certified data centers that ensure 99.995% uptime.

ST Telemedia Global Data Centres India (STT GDC India) STT GDC India provides scalable and high-performance data centers to businesses across various industries. They operate several data centers in strategic locations across the country.

NTT Ltd. NTT is a global leader with a strong footprint in India. The company’s data centers offer reliable and secure solutions for businesses looking to store and manage critical data.

These companies are setting the benchmark for innovation, reliability, and security in the data center industry in India.

Best Cloud Solutions in Zirakpur

If you are based in Zirakpur or nearby, you will find plenty of options for cloud computing solutions. Companies offering cloud solutions in Zirakpur are trusted by businesses looking to scale their operations without needing physical IT infrastructure.

What Is Cloud Computing?

Cloud computing allows businesses to access IT resources over the internet rather than maintaining physical infrastructure. It offers flexibility, scalability, and cost savings, which are vital for businesses aiming to stay competitive. Whether it’s hosting websites, storing data, or deploying applications, cloud computing provides a range of solutions.

Types of Cloud Computing

There are different types of cloud computing, each serving distinct needs:

Public Cloud In a public cloud, services are delivered over the internet by third-party providers. Businesses share the same infrastructure, but data remains isolated.

Private Cloud A private cloud is exclusive to a single organization, providing more control and security. This model is often chosen by companies with strict compliance requirements.

Hybrid Cloud The hybrid cloud combines elements of both public and private cloud, allowing businesses to take advantage of both models’ benefits.

These models cater to different business needs and are critical components of cloud service platforms.

Cloud Service Platforms

Several cloud service platforms are available for businesses:

Amazon Web Services (AWS) AWS is a popular cloud service provider offering a variety of services, from computing power to storage and databases.

Microsoft Azure Azure provides a robust platform for application development and enterprise needs, making it a strong contender in the cloud services market.

Google Cloud Platform (GCP) Known for its innovative services, GCP is ideal for businesses seeking scalable, global solutions.

By choosing the right platform, businesses can effectively manage their infrastructure and optimize costs.

Types of Cloud Computing Service Models

Cloud computing offers three main service models:

Infrastructure as a Service (IaaS) IaaS provides virtualized computing resources over the internet, allowing businesses to rent servers and storage as needed.

Platform as a Service (PaaS) PaaS provides a platform that allows businesses to develop, run, and manage applications without worrying about the underlying infrastructure.

Software as a Service (SaaS) SaaS delivers software applications over the internet on a subscription basis. Examples include Google Workspace, Dropbox, and Salesforce.

Advantages of Cloud Computing

Cloud computing offers numerous benefits, including:

Cost Efficiency With cloud services, companies can avoid the high costs associated with purchasing and maintaining physical infrastructure.

Scalability Businesses can scale their resources up or down based on demand, making cloud computing flexible.

Accessibility Cloud services can be accessed from anywhere, making it easier for teams to collaborate remotely.

Data Security Many cloud service providers offer top-notch security features, including data encryption and multi-factor authentication.

Why Choose Nextwork Technologies for Cloud Services?

Nextwork Technologies excels not only in data center services but also in cloud computing solutions. Their infrastructure is designed for businesses looking to expand operations without investing heavily in physical hardware. They offer cloud services that are scalable, secure, and easy to integrate into existing business processes.

For businesses in Zirakpur, Nextwork Technologies provides best cloud solutions, offering everything from IaaS to SaaS. Their cloud infrastructure ensures businesses can access data and applications securely from anywhere, improving efficiency and collaboration.

Conclusion

India is home to some of the most advanced data centers and cloud service providers globally. Whether you’re looking for the biggest data center in India, top cloud computing solutions in Zirakpur, or reliable cloud service platforms, companies like Nextwork Technologies and others are setting new standards in the industry.

Understanding the types of cloud computing and the advantages of cloud computing can help businesses make informed decisions. From enhancing scalability to improving cost efficiency, these solutions are indispensable for the modern business landscape.

If you’re in Zirakpur, consider working with Nextwork Technologies for your cloud computing and data center needs. With cutting-edge infrastructure, they are well-equipped to handle all your business IT needs.

[v2softunofficial]

What Does a Cloud Migration Supplier Do?

Introduction

Cloud computing has revolutionized how businesses operate, offering scalable, secure, and cost-efficient solutions for data management and application deployment. As organizations increasingly transition from on-premises infrastructure to cloud environments, the role of a cloud migration supplier has become crucial. These specialized providers assist businesses in moving their workloads to cloud platforms efficiently while ensuring security, compliance, and performance optimization.

In this article, we will explore the responsibilities of a cloud migration supplier, the future of cloud computing, cloud computing and its types, the impact of cloud-based services in AI, and the significance of cloud application testing in the migration process.

What Is a Cloud Migration Supplier?

A cloud migration supplier is a company or service provider that facilitates the transition of applications, data, and workloads from traditional on-premises environments to cloud-based platforms. These suppliers assess an organization's infrastructure, develop a migration strategy, execute the transition, and ensure post-migration optimization. They provide end-to-end support, including security assessments, performance enhancements, and compliance monitoring.

Key Responsibilities of a Cloud Migration Supplier

Cloud Readiness Assessment:

Evaluating existing IT infrastructure, applications, and workloads.

Identifying compatibility issues and potential challenges in migration.

Developing a Cloud Migration Strategy:

Choosing the appropriate cloud model (public, private, or hybrid).

Defining migration objectives, risk management strategies, and timelines.

Executing the Migration Process:

Data transfer and replication.

Application rehosting, refactoring, or rearchitecting.

Ensuring minimal downtime and data loss.

Post-Migration Optimization and Support:

Performance tuning for optimal resource utilization.

Security and compliance monitoring.

Continuous cloud management and cost optimization.

Cloud Computing and Its Types

Understanding cloud computing and its types is fundamental to the migration process. Cloud computing delivers computing services—such as storage, networking, and AI processing—over the internet. It provides flexibility, scalability, and cost-efficiency for businesses.

Types of Cloud Computing

Public Cloud:

Managed by third-party providers like AWS, Azure, and Google Cloud.

Shared infrastructure with multiple tenants.

Cost-effective and scalable for businesses of all sizes.

Private Cloud:

Dedicated infrastructure for a single organization.

Enhanced security and compliance.

Suitable for enterprises with strict data control requirements.

Hybrid Cloud:

A combination of public and private clouds.

Allows workload distribution based on security and performance needs.

Offers flexibility and enhanced disaster recovery options.

Multi-Cloud:

Utilization of multiple cloud providers.

Avoids vendor lock-in and optimizes performance across different platforms.

A cloud migration supplier helps businesses determine the most suitable cloud model based on their operational needs and regulatory requirements.

The Future of Cloud Computing

The future of cloud computing is rapidly evolving with technological advancements, making cloud environments more intelligent, secure, and interconnected. Businesses adopting cloud solutions gain competitive advantages in automation, data analytics, and AI-driven applications.

Emerging Trends in Cloud Computing

Edge Computing Integration:

Enhances real-time data processing by reducing latency.

Supports IoT applications and decentralized computing.

AI-Powered Cloud Services:

Automates cloud management and security protocols.

Enhances predictive analytics for business intelligence.

Serverless Computing:

Eliminates infrastructure management needs.

Allows developers to focus on code deployment without worrying about server maintenance.

Enhanced Cloud Security Measures:

AI-driven threat detection and automated response mechanisms.

Zero-trust architecture for secure cloud environments.

Sustainable Cloud Computing:

Focuses on green data centers and energy-efficient cloud infrastructures.

Reduces the carbon footprint of cloud service providers.

Cloud migration suppliers stay ahead of these trends to provide businesses with innovative solutions tailored to their growth and security needs.

Cloud-Based Services in AI

The integration of cloud based services in AI has transformed industries by providing scalable computing power and vast storage capabilities. Cloud platforms enable businesses to deploy AI models efficiently without investing in expensive on-premises infrastructure.

How Cloud-Based AI Services Benefit Businesses

Scalability and Flexibility:

AI workloads can scale dynamically based on demand.

Businesses can deploy AI applications without infrastructure constraints.

Cost Efficiency:

Reduces hardware costs associated with AI training and deployment.

Pay-as-you-go pricing models optimize IT budgets.

Faster AI Model Training and Deployment:

Cloud platforms provide high-performance computing resources.

Accelerates AI-driven decision-making processes.

Improved Data Management:

Cloud storage enables easy access to large datasets for AI training.

Ensures compliance with data governance and security standards.

A cloud migration supplier ensures seamless integration of AI-driven solutions into cloud environments, maximizing efficiency and innovation for businesses.

Importance of Cloud Application Testing

As businesses migrate applications to the cloud, cloud application testing becomes essential to ensure performance, security, and reliability. A cloud migration supplier incorporates comprehensive testing strategies to mitigate risks and optimize application functionality.

Key Aspects of Cloud Application Testing

Performance Testing:

Evaluates application scalability under varying workloads.

Identifies latency issues and optimizes resource allocation.

Security Testing:

Detects vulnerabilities and ensures compliance with security standards.

Implements encryption, authentication, and access control measures.

Compatibility Testing:

Ensures seamless integration with different cloud environments.

Verifies compatibility across various devices and operating systems.

Disaster Recovery Testing:

Validates data backup and recovery processes.

Ensures business continuity in case of cloud failures.

Usability Testing:

Enhances user experience by identifying functional gaps.

Optimizes cloud applications for performance and accessibility.

By implementing rigorous cloud application testing, businesses can ensure a seamless transition to cloud environments while maintaining service quality and reliability.

Conclusion

A cloud migration supplier plays a critical role in helping businesses navigate their digital transformation journey. From evaluating infrastructure and executing migrations to optimizing cloud environments, these providers ensure a smooth transition with minimal disruption. As the future of cloud computing evolves, businesses must embrace cloud-based services in AI, implement robust cloud application testing, and leverage various types of cloud computing to stay ahead of the competition.

By partnering with a cloud migration supplier, organizations can unlock the full potential of cloud technology, achieving greater efficiency, scalability, and innovation in their operations. Cloud migration is no longer just an IT initiative—it is a strategic move that drives business growth in the digital era.

[cuz-reasons]

One thing I'll give ppl who save stuff online is that it would be nice to read my unposted stuff when I'm away from my computer

[maodun]

it's actually really annoying to find out your card is expired after you no longer have proof of residence (like a utility bill or rental agreement; some kind of official document that has both a date and an address on it because library membership is free for the city/municipality it serves, otherwise you have to pay per year for membership/active card), so your library won't renew your card unless you re-apply as out-of-city and you have to pay per month or year of membership. but you know, who cares if you're technically homeless/living out of your car/friend's couches

[jcmarchi]

Improving drug development with a vast map of the immune system

New Post has been published on https://thedigitalinsider.com/improving-drug-development-with-a-vast-map-of-the-immune-system/

Improving drug development with a vast map of the immune system

The human immune system is a network made up of trillions of cells that are constantly circulating throughout the body. The cellular network orchestrates interactions with every organ and tissue to carry out an impossibly long list of functions that scientists are still working to understand. All that complexity limits our ability to predict which patients will respond to treatments and which ones might suffer debilitating side effects.

The issue often leads pharmaceutical companies to stop developing drugs that could help certain patients, halting clinical trials even when drugs show promising results for some people.

Now, Immunai is helping to predict how patients will respond to treatments by building a comprehensive map of the immune system. The company has assembled a vast database it calls AMICA, that combines multiple layers of gene and protein expression data in cells with clinical trial data to match the right drugs to the right patients.

“Our starting point was creating what I call the Google Maps for the immune system,” Immunai co-founder and CEO Noam Solomon says. “We started with single-cell RNA sequencing, and over time we’ve added more and more ‘omics’: genomics, proteomics, epigenomics, all to measure the immune system’s cellular expression and function, to measure the immune environment holistically. Then we started working with pharmaceutical companies and hospitals to profile the immune systems of patients undergoing treatments to really get to the root mechanisms of action and resistance for therapeutics.”

Immunai’s big data foundation is a result of its founders’ unique background. Solomon and co-founder Luis Voloch ’13, SM ’15 hold degrees in mathematics and computer science. In fact, Solomon was a postdoc in MIT’s Department of Mathematics at the time of Immunai’s founding.

Solomon frames Immunai’s mission as stopping the decades-long divergence of computer science and the life sciences. He believes the single biggest factor driving the explosion of computing has been Moore’s Law — our ability to exponentially increase the number of transistors on a chip over the past 60 years. In the pharmaceutical industry, the reverse is happening: By one estimate, the cost of developing a new drug roughly doubles every nine years. The phenomenon has been dubbed Eroom’s Law (“Eroom” for “Moore” spelled backward).

Solomon sees the trend eroding the case for developing new drugs, with huge consequences for patients.

“Why should pharmaceutical companies invest in discovery if they won’t get a return on investment?” Solomon asks. “Today, there’s only a 5 to 10 percent chance that any given clinical trial will be successful. What we’ve built through a very robust and granular mapping of the immune system is a chance to improve the preclinical and clinical stages of drug development.”

A change in plans

Solomon entered Tel Aviv University when he was 14 and earned his bachelor’s degree in computer science by 19. He earned two PhDs in Israel, one in computer science and the other in mathematics, before coming to MIT in 2017 as a postdoc to continue his mathematical research career.

That year Solomon met Voloch, who had already earned bachelor’s and master’s degrees in math and computer science from MIT. But the researchers were soon exposed to a problem that would take them out of their comfort zones and change the course of their careers.

Voloch’s grandfather was receiving a cocktail of treatments for cancer at the time. The cancer went into remission, but he suffered terrible side effects that caused him to stop taking his medication.

Voloch and Solomon began wondering if their expertise could help patients like Voloch’s grandfather.

“When we realized we could make an impact, we made the difficult decision to stop our academic pursuits and start a new journey,” Solomon recalls. “That was the starting point for Immunai.”

Voloch and Solomon soon partnered with Immunai scientific co-founders Ansu Satpathy, a researcher at Stanford University at the time, and Danny Wells, a researcher at the Parker Institute for Cancer Immunotherapy. Satpathy and Wells had shown that single-cell RNA sequencing could be used to gain insights into why patients respond differently to a common cancer treatment.

The team began analyzing single-cell RNA sequencing data published in scientific papers, trying to link common biomarkers with patient outcomes. Then they integrated data from the United Kingdom’s Biobank public health database, finding they were able to improve their models’ predictions. Soon they were incorporating data from hospitals, academic research institutions, and pharmaceutical companies, analyzing information about the structure, function, and environment of cells — multiomics — to get a clearer picture of immune activity.

“Single cell sequencing gives you metrics you can measure in thousands of cells, where you can look at 20,000 different genes, and those metrics give you an immune profile,” Solomon explains. “When you measure all of that over time, especially before and after getting therapy, and compare patients who do respond with patients who don’t, you can apply machine learning models to understand why.”

Those data and models make up AMICA, what Immunai calls the world’s largest cell-level immune knowledge base. AMICA stands for Annotated Multiomic Immune Cell Atlas. It analyzes single cell multiomic data from almost 10,000 patients and bulk-RNA data from 100,000 patients across more than 800 cell types and 500 diseases.

At the core of Immunai’s approach is a focus on the immune system, which other companies shy away from because of its complexity.

“We don’t want to be like other groups that are studying mainly tumor microenvironments,” Solomon says. “We look at the immune system because the immune system is the common denominator. It’s the one system that is implicated in every disease, in your body’s response to everything that you encounter, whether it’s a viral infection or bacterial infection or a drug that you are receiving — even how you are aging.”

Turning data into better treatments

Immunai has already partnered with some of the largest pharmaceutical companies in the world to help them identify promising treatments and set up their clinical trials for success. Immunai’s insights can help partners make critical decisions about treatment schedules, dosing, drug combinations, patient selection, and more.

“Everyone is talking about AI, but I think the most exciting aspect of the platform we have built is the fact that it’s vertically integrated, from wet lab to computational modeling with multiple iterations,” Solomon says. “For example, we may do single-cell immune profiling of patient samples, then we upload that data to the cloud and our computational models come up with insights, and with those insights we do in vitro or in vivo validation to see if our models are right and iteratively improve them.”

Ultimately Immunai wants to enable a future where lab experiments can more reliably turn into impactful new recommendations and treatments for patients.

“Scientists can cure nearly every type of cancer, but only in mice,” Solomon says. “In preclinical models we know how to cure cancer. In human beings, in most cases, we still don’t. To overcome that, most scientists are looking for better ex vivo or in vivo models. Our approach is to be more agnostic as to the model system, but feed the machine with more and more data from multiple model systems. We’re demonstrating that our algorithms can repeatedly beat the top benchmarks in identifying the top preclinical immune features that match to patient outcomes.”