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Imandra for financial services

Imandra's automated reasoning technology powers the next generation of innovative transparency, oversight and data products in capital markets.

WEF recognizes Imandra's AI leadership

The World Economic Forum (WEF), in a detailed report, recently highlighted Imandra's unique position to pave the way for scalable and AI-powered Model-Based Software Engineering (MBSE) within financial markets as a key ingredient for modernization of financial infrastructure.

Imandra Effect

Overview we scaled cutting-edge ai and scientific advances to the world’s most critical financial systems., financial products, imandra markets.

For exchanges and venues

AI-powered principles of Model-Based Software Engineering (MBSE) to bear on complex financial systems.

Imandra Connectivity

For financial APIs (e.g. FIX)

AI for designing, auditing, calibrating complex trading connectivity and leveraging LLMs for customer support.

Imandra Autopilot

“Plug-’n-play” exchange quant models

Quant model for making Smart Order Routers (SORs) smart , giving you the ultimate competitive edge.

Coming Soon

Select values.

Connect to clients and roll-out updates faster while adhering to the most rigorous QA standards.

Intelligent Insights

Apply cutting-edge AI for calibrating your system performance and its interaction with others.

Ensure the design is compliant with requirements and regulations and implemented correctly.

Our Customers

Our customers were on average 6 months ahead of the delivery schedule.

Our customers systematically calibrate their client experience. Can't go into details, but let's just say we've never lost an account.

Our customers understand EVERY single decision their systems make.

Imandra Markets®

Imandra Connectivity®

Imandra Autopilot®

We work with many of the world's largest and most trusted brands, universities and government agencies.

And we would be delighted to work with you.

Let's talk Talk to an Expert

Not sure if we can help.

We'd be happy to discuss your project to suggest the best solution.

Introduction ¶

This introduction is designed to give you a brief and high-level overview of Imandra and some sample use cases. If you'd prefer to start from the beginning, take a look at A Quick Tour of Imandra .

Imandra is a programming language and an automated reasoning engine which you can use to create models/programs and reason about them. Imandra uses "pure" subset of Caml as the input language (we call it Imandra Modeling Language or "IML"). IML has a mechanized formal semantics allowing Imandra to automatically translate the code into mathematical logic and analyze it using a variety of cutting-edge techniques:

• It's built on many breakthroughs that eliminate the manual work that was historically required. Traditionally, logical analysis of code for industrial applications required a PhD - with Imandra, you just write code and properties you wish to analyze, and Imandra does the work.
• It contains a myriad of techniques that are required for "real world" industrial applications of automated reasoning that would typically be implemented in disparate tools.
• It's cloud-native - to scale to "real world" applications, we've had to do a lot of engineering which you can now access via APIs and integrate into your products.

The following pages contain further information on the technical details behind Imandra:

• Imandra Core product page
• Imandra Vs. documentation page

What can you do with Imandra? ¶

The short answer is "Quite a lot!" As discussed above - at its core, Imandra is a unified collection of tools for reasoning about code. Our customers have used Imandra to verify complex algorithms, rigorously test and audit their complex software systems, develop new AI product offerings and much more. Imandra adds value and enhances understanding whenever algorithms are relied on as parts of the complex systems that permeate our daily lives.

Below, we've tried to create a few broad categories of use-cases with high-level explanations and links to demos and tutorials. As always, if you have specific questions - please do not hesitate to reach out to us ( [email protected] ).

Create and reason about mental models ¶

Large Language Models ("LLMs") have fundamental flaws that stem from their statistical nature - hallucinations, lack of both explainability and audit trail.

To fix this, LLMs can use Imandra to build mental models and reason about them, unlocking the incredible potential of generative AI for industries where correctness and compliance matter.

Check out this video for further details:

There are two (primary) ways to integrate Imandra with your LLMs:

• Direct use of Imandra Core - where the LLM is trained to translate problems/questions into IML and query Imandra for answers. This can be done via Imandra's HTTP, Python or OCaml APIs. Coming soon!
• Use of "Reasoning Skills" - these are special Imandra modules that are auto-generated from a reasoning skill model that you encode in Imandra. The generated code contains functions that make it very easy to build, inspect and reason about the model.

With option 1, you write more example data to teach your LLM how to translate problems into Imandra with minimal modifications on the Imandra side. Option 2 is the opposite - you create the IML scaffolding on the Imandra side with minimal data training for the LLM.

We also have another type of "Reasoning Skills": the use of Domain Specific Languages ("DSLs"). These can be a good option when reasoning about really complex domains, such as trading systems in finance. We currently leverage a DSL called Imandra Protocol Language ("IPL") for describing and reasoning about Financial Information eXchange ("FIX") specifications. We also work with corporations to create new DSLs or domain-specific interfaces. For example, we're currently working on teaching Imandra about SysML 2.0 models. Please reach out to [email protected] if you think this integration could be relevant in your domain.

Discovering specifications ¶

Another special feature of Imandra is "Discover" - it generates code from data that logically describes the transactional data it observes. This has many important applications ranging from ensuring third party applications are conforming with their interfaces to cyber security.

Here's a quick example where modules A and B represent different APIs:

This will produce:

Once we have these conjectures - we can translate them into code, natural language or perform other types of reasoning with Imandra.

Check out this example to learn more .

Model-Based Software Development ("MBSD") ¶

The concept of "digital twins" has become en vogue right now, but we've applied this technique to model, test and audit complex software systems with great industrial success for a number of years. Moreover, with Imandra's formal methods features we provide the ultimate "shift left" methodology. Here is a typical workflow once you encode the requirements as an Imandra model:

• Verify their compliance with requirements and regulations
• Use them to rigorously test the implementations before release into production
• Audit their performance post production release

Apply formal methods to answer questions about programs (e.g. Neural Networks) ¶

Formal verification seeks to apply logical reasoning to answer deep questions about behavior of programs. In our case, programs written in IML. Use of formal methods (including verification) is present in most applications of Imandra, so quite a few of the demos in our gallery will have relevant information and tutorials.

In this example , we illustrate how to encode a model of a neural network:

Once we have the model in Imandra, we can begin to ask deep questions about its behavior - note that these questions may involve infinitely many possible inputs!

The response is:

In other examples in our gallery and documentation pages on verification, you'll see examples where Imandra is asked to verify that properties hold true and if so, produce logical proofs.

User interfaces ¶

Imandra has a number of user interfaces:

• Jupyter notebooks
• VS Code Plug-in
• Command line interface
• Python APIs

Check out the installation instructions.

How to get started ¶

The best way to get started is by going through the tutorials and the demonstrations. A basic knowledge of OCaml is preferred - luckily there are quite a few tutorials online that teach OCaml and the offical website offers great tutorials . There's also the excellent "Real World OCaml" available online for free .

• [email protected]
• Any questions? Contact us: +7 (8152) 477-177

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• Children and family tours

Ethnic Village “Lights of Imandra”

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Visit the “Ethnic Village”, where you have complete solitude with nature: no road noise, a lake is a few steps away, surrounded by animals and majestic trees, and a beautiful view of the Khibiny!

You will visit the largest tent in Russia and learn about the way of life of the Saami people: fairy tales, legends and artifacts.

Meet the reindeer and take a ride on a sleigh, tame rabbits and a Tibetan yak. Take part in traditional games and practice archery.

If you wish, you can ride a sleigh with husky dogs and visit a cafe where a lunch of local fish / venison species and traditional tea will be organized.

Included/Exclude

• Transport service
• Guide service
• Entry ticket
• Flight and train tickets
• Husky sleigh ride
• Guests' personal expenses

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Ethnopark "Lights of Imandra"

Add to the journey

Ethnopark "Lights of Imandra" is a complex tourist facility with the largest plague in Russia!

It is located in the Murmansk region, 16 km from the city of Apatity.

The main idea of the ethnopark is to immerse guests in the historical past of the indigenous peoples of the Kola North, to let them feel the atmosphere of their life. 

Visitors of the ethnopark are offered a rich two-hour program, which includes two parts:

• Informative - takes place in the plague, where visitors at the burning hearth get acquainted with the history and culture of the indigenous peoples of the Kola land.
• The second part is active, takes place on the street, where guests can play, shoot arrows, throw a lasso, communicate with animals and feed them (reindeer, Siberian huskies, Tibetan yak, tame rabbits), ride reindeer and dog sleds.

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Itiviti upgrades to Imandra's newest release of its reasoning engine to reduce FIX counterparty certification times from days to hours

LONDON and AUSTIN, Texas , Jan. 27, 2021 /PRNewswire/ -- Imandra Inc., the world leader in cloud-scale automated reasoning, and Itiviti, a leading technology and service provider to financial institutions worldwide, today announced the integration of Imandra's enhanced Core Reasoning engine into Itiviti's FIX certification and onboarding solution, Conductor. With multiple orders of magnitude improvement in Imandra's reasoning speed, Conductor can now certify counterparties in hours rather than days.

The financial services industry has historically struggled with software reliability and meeting related regulatory compliance requirements. With this latest advance in its proprietary AI, Imandra squarely tackles these struggles with a scalable, quantitative analysis service that thoroughly maps systems and their edge cases.

"With the ever-growing complexity of financial markets, the need for rigorous, quantitative and scalable methods to deliver quality software could not be greater," said Denis Ignatovich , Co-CEO, Imandra. "With these new AI advances, we can automatically map out the full functional behavior of a system and generate test vectors for rapid client onboarding."

The latest release of Imandra's Core reasoning engine arrives after more than six months of R&D to scale and test the techniques needed to cover a myriad of advanced use cases. The result is a solution that significantly enhances Region Decomposition, a powerful technique for extraction of "edge cases", and automated testing of complex algorithms such as financial trading and communications.

"Our partnership with Imandra has been an industry game-changer, helping to transform a historically manual and time-consuming client certification process through automation," said Linda Middleditch , EVP, Head of Product Strategy and Engineering, Itiviti.  "Now, our clients can see a significant reduction in time-to-market for onboarding and certification while experiencing a significant improvement in the quality of their testing coverage."

Having worked collaboratively for over a year, this integrated Itiviti/Imandra solution is now available to both existing and new Itiviti clients needing to test their systems and mitigate risk in a truly revolutionary way.

According to Dr. Grant Passmore , Co-CEO, Imandra, "Our partnership with Itiviti resulted in deep calibration, optimization, and advances in Imandra's core reasoning algorithms. We could not be more excited to share our upgrades with Itiviti's vast customer base."

For further information, please contact:

Denis Ignatovich , co-CEO, Tel: +44 20 3773 6225, Email: [email protected]

Grant Passmore , co-CEO, Tel: +1 512 629 4038, Email: [email protected]

Mireille Adebiyi , Chief Marketing Officer, Itiviti Group, Email: [email protected]

About Imandra

Imandra Inc. (www.imandra.ai) is the world-leader in cloud-scale automated reasoning, democratizing deep advances in algorithm analysis and symbolic AI. The world's leading financial firms already rely on Imandra for designing, testing and calibrating their most complex trading systems. It is also gaining momentum outside of financial services with US Department of Defense most recently acquiring Imandra Core licenses to aid in development of its autonomous systems program. Imandra, Inc. is headquartered in Austin, TX , and has offices in the UK and continental Europe .

About Itiviti

Itiviti provides nearly 2,000 financial institutions worldwide with flexible, cross-asset trading solutions that cover the full trade lifecycle. Through its commitment to technology innovation, relentless pursuit of workflow efficiency and an entrepreneurial culture, Itiviti is disrupting the industry with highly scalable solutions that deliver unprecedented cost savings for clients.

For more information, please visit www.itiviti.com.

Itiviti is owned by Nordic Capital.

This information was brought to you by Cision http://news.cision.com

https://news.cision.com/itiviti-group-ab/r/itiviti-upgrades-to-imandra-s-newest-release-of-its-reasoning-engine-to-reduce-fix-counterparty-cert,c3273741

The following files are available for download:

SOURCE Itiviti Group AB