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​MasterMind: a Neural Network for Developers and Architects

Created by Genpro, this software allows you to generate within half an hour dozens of development and construction options in accordance with the set parameters. At the same time, however, being more focused on the technical aspects, the program does not exclude creative work, and can be used by architects for preparing projects with a subsequent data export to AutoCAD, Revit, and ArchiCAD.

30 April 2021
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Systems for urban planning based on neural networks and machine learning are emerging everywhere, and in each case, such technologies are developed with regard to the requirements of a particular client and the specifics of the region. The MasterMind technology can be used both on the US and Russian markets. 

We already tested our software at one of the New York sites.
The software is in constantly update and functionally expanded. The MasterMind team actively works with various consultants – architects and general planners – and quickly implements new solutions. Among other things, the methods of the standard developed by DOM.RF and KB Strelka are being actively studied and implemented as well.


MasterMind uses generative tools, which means that it can independently create 3D models based on the set conditions; what makes it different is the fact that it works with a site or a small piece of urban land without taking into account the system processes occurring on the city level, and it is mostly focused on housing design.

The program takes into account effective construction and sanitary regulations; it also offers a library of presets consisting of Genpro’s proprietary developments.

In Russia, MasterMind is already used by the company in projects that it does in the Moscow region; there are plans for applying this software in other regions as well. Working with the program starts with identifying the site by its address or geo location; the data is loaded from the Mapbox and OpenStreetMap services, which immediately allows you to visually assess the site’s position in the city and its context in terms of typology and maximum permitted height. If the data, uploaded from these services, seems to be no longer relevant, the program allows you to edit them manually. 

After you enter the borders of the site, the program at once forms the regulation berths and shows possible options of positioning buildings with regard to the context.





Before the program launches the generation process, you need to enter a few parameters into it; their range may vary depending upon the tasks set by the user. The portal offers a calculated standard area; if the user is not satisfied with it, they can specify their own version, and the script will create the required number of buildings for these area indicators. The same holds true for such an important factor as the price of the square meter of the constructed buildings.

Other mandatory givens include ranges of all the apartment floor spaces and the construction height, editable for each section; you can also set the density and typology of construction, minimum and maximum height of the buildings, the height of the first, standard, and maintenance floors, apartment layouts, and a few analytical parameters that influence the composition in terms of height.



Since the program is capable of making a preliminary budget estimate of the project, the data must include the necessary set of economic indicators, such as: the cost of the site, the aggregated cost of structures by the square meter, the estimated cost per square meter of housing, the interest rate, and the construction period.

As was already said, MasterMind works with a library of apartment layouts created on the basis of Genpro’s proprietary developments – for each individual project, you can take from this library the part that you need, or even add other external libraries. 

The program creates thousands of versions of 3D models of the master plan, taking into account insolation requirements, positioning driveways in accordance with fire safety regulations, and even calculating an estimated number of pedestrians. In other words, the program performs a huge amount of purely technical work, where human error is completely eliminated. The next step is that the program itself selects the best possible options, whose number is also editable – by default, there are thirty end versions. With these, you are at once getting such key indicators as floor space, the final costs, the number of apartments, the number of blocks, etc. These numbers will allow you to manually filter the versions by various parameters and/or compare them. You may set the criteria of comparison, and edit their range – because every developer has their own notions of which performance indicators are particularly important during the shortlisting process.

This way, within 30 minutes, the program can produce 30 optimal master plan versions, which already includes massing, planting of all buildings, their number of stories and apartments – this makes MasterMind indispensable for assessing a site, because compared to the work of a designer, the process is accelerated not even by tens, but by hundreds of times.

However, MasterMind is developed for various types of users: it is created not just for project managers and marketing agents but first of all to aid architects and designers. This is why for each of the selected versions the program at once creates BIM models where all the models already have plans, section views, and so on. This model is designed to be uploaded to AutoCADCivil 3D, Revit, or AutoCAD, so that you could work with it further. 

This turns MasterMind into a tool specifically developed for architects that helps them to broaden the range of their search, relieving the architects of the necessity to perform routine processes, performing them with impeccable precision, which allows the architect to focus solely on the creative process. This program is a smart assistant, with whose help the architect gets a large amount of analytical data on the project.

30 April 2021

Headlines now
A Glazed Figurine
In searching for an image for a residential building near the Novodevichy Convent, GAFA architects turned to their own perception of the place: it evoked associations with antiquity, plein-air painting, and vintage artifacts. The two towers will be entirely clad in volumetric glazed ceramic – at present, there are no other buildings like this in Russia. The complex will also stand out thanks to its metabolic bay-window cells, streamlined surfaces, a ceremonial “hotel-style” driveway, and a lobby overlooking a lush garden.
A Knight’s Move via the Cour d’Honneur
Intercolumnium Architects presented to the City Planning Council a residential complex project that is set to replace the Aquatoria business center on Vyborgskaya Embankment. Experts praised the overall quality of the work, but expressed reservations about the three cour d’honneurs and suggested softening the contrast between the facades facing the embankment and the Kantemirovsky Bridge.
A Small Country
Mezonproekt is developing a long-term master plan for the MEPhI campus in Obninsk. Over the next ten years, an enclave territory of about 100 hectares, located in a forest on the northern edge of the city, is set to transform into a modern center for the development of the nuclear energy sector. The plan envisions attracting international students and specialists, as well as comprehensive territorial development: both through the contemporary realization of “frozen” plans from the 1980s and through the introduction of new trends – public spaces, an aquapark, a food court, a school, and even a nuclear medicine center. Public and sports facilities are intended to be accessible to city residents as well, and the campus is to be physically and functionally connected to Obninsk.
Pearl Divers
GAFA has designed an apartment complex for Derbent intended to switch people from a work mode to a resort mindset – and to give the surrounding area a much-needed jolt. The building offers two distinct faces: restrained and laconic on the city side, and a lushly ornate façade facing the sea. At the heart of the complex, a hidden pearl lies – an open-air pool with an arch, offering views of a starry sky, and providing direct access to the beach.
A Satellite Island
The Genplan Institute of Moscow has prepared a master plan for the development of the Sarpinsky and Golodny island system, located within the administrative boundaries of Volgograd and considered among the largest river islands in Russia. By 2045, the plan envisions the implementation of 15 large-scale investment projects, including sports and educational clusters, a congress center with a “Volgonarium”, a film production cluster, and twenty-one theme parks. We explain which engineering, environmental, and transportation challenges must be addressed to turn this vision into reality. The master plan solutions have already been approved and incorporated into the city’s general development plan.
The Amber Gate
The Amber City residential complex is one of the redevelopment projects in the former industrial area located beyond Moscow’s Third Ring Road near Begovaya metro station. Alexey Ilyin’s studio proposed an original master plan that transformed two clusters of towers into ceremonial propylaea, gave the complex a recognizable silhouette, and established visual connections with new high-rise developments on both right and left – thus integrating it into the scale of the growing metropolis. It is also marked by its own futuristic stylistic language, based on a reinterpreted streamline aesthetic.
A Theater Triangle
The architectural company “Chetvertoe Izmerenie” (“Fourth Dimension”) has developed the design for a new stage of the Magnitogorsk Musical Theater, rethinking not only theater architecture but also the role of the theater in the contemporary city.
Aleksei Ilyin: “I approach every task with genuine interest”
Aleksei Ilyin has been working on major urban projects for more than 30 years. He has all the necessary skills for high-rise construction in Moscow – yet he believes it’s essential to maintain variety in the typologies and scales represented in his portfolio. He is passionate about drawing – but only from life, and also in the process of working on a project. We talk about the structure and optimal size of an office, about his past and current projects, large and small tasks, and about creative priorities.
​A Golden Sunbeam
A compact brick-and-metal building in the growing Shukhov Park in Vyksa seems to absorb sunlight, transform it into yellow accents inside, and in the evening “give it back” as a warm golden glow streaming from its windows. It is, frankly, a very attractive building: both material and lightweight at the same time, with lightness inside and materiality outside. Its form is shaped by function – laconic, yet far from simple. Let’s take a closer look.
Architecton Awards
In 2025, the jury of the Architecton festival reviewed the finalist projects through live, open presentations held right in the exhibition hall – a rather engaging performance, and something rarely seen among Russian awards. It would be great if “Zodchestvo” adopted this format. Below, we present all the winning projects, including four special nominations.
Garden of Knowledge
UNK architects and UNK design created the interiors of the Letovo Junior campus, working together with NF Studio, which was responsible for developing the educational technology that takes into account the needs and perception of younger and middle school children.
The Silver Skates
The STONE Kaluzhskaya office quarter is accompanied by two residential towers, making the complex – for it is indeed a single ensemble – well balanced in functional terms. The architects at Kleinewelt gave the residential buildings a silvery finish to match the office blocks. How they are similar, how they differ, and what “Silver Skates” has to do with it – we explore in this article.
On the Dynastic Trail
The houses and townhouses of the “Tsarskaya Tropа” (“Czar’s Trail”) complex are being built in the village of Gaspra in Crimea – to the west and east of the palaces of the former grand-ducal residence “Ai-Todor”. One of the main challenges for the architects at KPLN, who developed the project, was to respond appropriately to this significant neighboring heritage. How this influenced the massing, the façades, and the way the authors work with the terrain is explored in our article.
A New Path
The main feature of the Yar Park project, designed by Sergey Skuratov for Kazan, is that it is organized along the “spine” of a multifunctional mall with an impressive multi-height atrium space in its middle. The entire site, both on the city side and the Kazanka River embankment, is open to the public. The complex is intended not to become “yet another fenced enclave” but, as urban planners say, a “polycenter” – a new point of attraction for the whole of Kazan, especially its northern part, made up of residential districts that until now have lacked such a vibrant public space. It represents a new urban planning approach to a high-density mixed-use development situated in the city center – in a sense, an “anti-quarter”. Even Moscow, one might say, doesn’t yet have anything quite like it. Well, lucky Kazan!
Beneath the Azure Sky
A depository designed by Studio 44 will soon be built in Kenozersky National Park to preserve and display the so-called “heavens” – ceiling structures characteristic of wooden churches in the Russian North, painted with biblical scenes. For each of these “heavens”, the architects created a volume corresponding in scale and dimensions to the original church interior. The result is a honeycomb-like composition, with modules derived directly from the historic monuments themselves, allowing visitors to view the icons from the historically accurate angle – from below, looking upward. How exactly this works is the subject of our story.
​The Power of Lines
The building at the very beginning of New Arbat is the result of long deliberations over how to replace the former House of Communication. Contemporary, dynamic, and even somewhat zoomorphic in character, it is structured around a large diagonal grid. The building has become a striking accent both in the perspective of the former Kalinin Avenue and in the panorama of Arbat Square. Yet, unfortunately, the original concept was not fully realized. In 2020, the Moscow ArchCouncil approved a design featuring an exoskeleton – an external load-bearing structure, which eventually turned into a purely decorative element. Still, the power of the supergraphic “holds” the building, giving it the qualities of a new urban landmark with iconic potential. How this concept took shape, what unexpected associations might underlie the grid’s form, and why the exoskeleton was never built – all this is explored in our article.
Resort on the Kama River
Wowhaus has developed a project for the reconstruction of Korabelnaya Roshcha (“Mast Grove”), a wellness resort located on the banks of the Kama River.
Nests in Primorye
The eco-park project “Nests”, designed by Aleksey Polishchuk and the company Power Technologies, received first prize at the Eco-Coast 2025 festival, organized by the Union of Architects of Russia. For a glamping site in Filinskaya Bay, the authors proposed bird-shaped houses, treehouses, and a nest-shaped observation platform, topping it all with an entrance pavilion executed in the shape of an owl.
The Angle of String Tension
The House of Music, designed by Vladimir Plotkin and the architects of TPO Reserve, resembles a harp, and when seen from above, even a bass clef. But if only it were that simple! The architecture of the complex fuses two distinct expressive languages: the lattice-like, transparent, permeable vocabulary of “classical” modernism and the sculptural, ribbon-like volumes so beloved by today’s neo-modernism. How it all works – where the catharsis lies, which compositional axes underpin the design, where the project resembles Zaryadye Concert Hall and where it does not – read in the article below.
How Historic Tobolsk Becomes a Portal to the Future
Over the past decade, the architectural company Wowhaus has developed urban strategies for several Russian cities – Vyksa, Tula, and Nizhnekamsk, to name but a few. Against this backdrop, the Tobolsk master plan stands out both for its scale – the territory under transformation covers more than 220 square kilometers – and for its complexity.
St. Petersburg vs Rome
The center of St. Petersburg is, as we know, sacred – but few people can say with certainty where this “sacred place” actually begins and ends. It’s not about the formal boundaries, “from the Obvodny Canal to the Bolshaya Nevka”, but about the vibe that feels true to the city center. With the Nevskaya Ratusha complex – built to a design that won an international competition – Evgeny Gerasimov and Sergei Tchoban created an “image of the center” within its territory. And not so much the image of St. Petersburg itself, as that of a global metropolis. This is something new, something that hasn’t appeared in the city for a long time. In this article, we study the atmosphere, recall precedents, and even reflect on who and when first called St. Petersburg the “new Rome”. Clearly, the idea is alive for a reason.
On the Wave
The project of transforming the river port and embankment in the city of Cheboksary, developed by the ATRIUM Architects, involves one of the city’s key areas. The Volga embankment is to be turned into a riverside boulevard – a multifunctional, comfortable, and expressive space for work and leisure activities. The authors propose creating a new link with the city’s main Krasnaya (“Red”) Square, as well as erecting several residential towers inspired by the shape of the traditional national women’s headdress – these towers are likely to become striking accents on the Volga panorama.
Valery Kanyashin: “We Were Given a Free Hand”
The Headliner residential complex, the main part of which was recently completed just across from Moscow City, is a kind of neighbor to the MIBC that doesn’t “play along” with it. On the contrary, the new complex is entirely built on contrast: like a city of differently scaled buildings that seems to have emerged naturally over the past 20 years – which is a hugely popular trend nowadays! And yet here – perhaps only here – such a project has been realized to its full potential. Yes, high-rises dominate, but all these slender, delicate profiles, all these exciting perspectives! And most importantly – how everything is mixed and composed together... We spoke with the project’s leader Valery Kanyashin.
​The Keystone
Until quite recently, premium residential and office complexes in Moscow were seen as the exclusive privilege of the city center. Today the situation is changing: high-quality architecture is moving beyond the confines of the Third Ring Road and appearing on the outskirts. The STONE Kaluzhskaya business center is one such example. Projects like this help decentralize the megalopolis, making life and work prestigious in any part of the city.
Perpetuum Mobile
The interior of the headquarters of Natsproektstroy, created by the IND studio team, vividly and effectively reflects the client’s field of activity – it is one of Russia’s largest infrastructure companies, responsible for logistics and transport communications of every kind you can possibly think of.
Water and Light
Church art is full of symbolism, and part of it is truly canonical, while another part is shaped by tradition and is perceived by some as obligatory. Because of this kind of “false conservatism”, contemporary church architecture develops slowly compared to other genres, and rarely looks contemporary. Nevertheless, there are enthusiasts in this field out there: the cemetery church of Archangel Michael in Apatity, designed by Dmitry Ostroumov and Prokhram bureau, combines tradition and experiment. This is not an experiment for its own sake, however – rather, the considered work of a contemporary architect with the symbolism of space, volume, and, above all, light.
Champions’ Cup
At first glance, the Bell skyscraper on 1st Yamskogo Polya Street, 12, appears strict and laconic – though by no means modest. Its economical stereometry is built on a form close to an oval, one of UNK architects’ favorite themes. The streamlined surface of the main volume, clad in metal louvers, is sliced twice with glass incisions that graphically reveal the essence of the original shape: both its simplicity and its complexity. At the same time, dozens of highly complex engineering puzzles have been solved here.
Semi-Digital Environment
In the town of Innopolis, a satellite of Kazan, the first 4-star hotel designed by MAD Architects has opened. The interiors of the hotel combine elegance with irony, and technology with comfort, evoking the atmosphere of a computer game or maybe a sci-fi movie about the near future.