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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
Gold in the Sands
A new office for a transcontinental company specializing in resource extraction and processing has opened in Dubai. Designed by T+T Architects, masters of creating spaces that are contemporary, diverse, flexible, and original, this project exemplifies their expertise. On the executive floor, a massive brass-clad partition dominates, while layered textures of compressed earth create a contextually resonant backdrop.
Layers and Levels of Flight
This project goes way back – Reserve Union won this architectural competition at the end of 2011, and the building was completed in 2018, so it’s practically “archival”. However, despite being relatively unknown, the building can hardly be considered “dated” and remains a prime example of architectural expression, particularly in the headquarters genre. And it’s especially fitting for an aviation company office. In some ways, it resembles the Aeroflot headquarters at Sheremetyevo but with its own unique identity, following the signature style of Vladimir Plotkin. In this article, we take an in-depth look at the United Aircraft Corporation (UAC) headquarters in the Moscow agglomeration town of Zhukovsky, supplemented by recent photographs from Alexey Naroditsky – a shoot that became only recently possible due to the fact that improvements were finally made in the surrounding area.
Light and Shadow
In this article, we delve into the architectural design of the “Chaika” house by DNK ag architects, which was recently completed in 2023 as part of the collection of signature designs at ZILArt. As is well-known, all the buildings in this complex follow a design code, yet each one is distinct. This particular building stands out not only for its whiteness and minimalism but also for the refined use of a limited number of techniques that, together, create what can confidently be called synergy.
Casus Novae
A master plan was developed for a large residential area with a name of “DNS City”, but now that its implementation began, the plan has been arbitrarily reformatted and replaced with something that, while similar on the surface, is actually quite different. This is not the first time such a thing happens, but it’s always frustrating. With permission from the author, we are sharing Maria Elkina’s post.
Treasure Hunting
The GAFA bureau, in collaboration with Tegola and Arkhitail, organized an expedition to the island of Kilpola in Karelia as part of Moskomarkhitektura’s “Open City” festival. There, amidst moss and rocks, the students sought answers to questions like: what is the sacred, where does it dwell, and what sustains it? Assisting the participants in this quest were landscape engineer Evgeny Levin, artist Nicholas Roerich, a moose, and the lack of cellular connection. Here’s how the story unfolded.
Depths of the Earth, Streams of Water
In the Malaya Okhta district, the Akzent building, designed by Stepan Liphart, was constructed. It follows a classic tripartite structure, yet it’s what you might call “hand-drawn”: each façade is unique in its form and details, some of which aren’t immediately noticeable. In this article, we explore the context and, together with the architect, delve into how the form was developed.
Fir Tree Dynamics
The “Airports of Region” holding is planning to build an airport in Karachay-Cherkessia, aiming to make the Arkhyz and Dombay resorts more accessible to travelers. The project that won in an invitation-only competition, submitted by Sergey Nikeshkin’s KPLN, blends natural imagery inspired by the shape of a conifer seed, open-air waiting spaces, majestic large trees, and a green roof elevated on needle-like columns. The result is both nature-inspired and WOW.
​A Brick Shell
In the process of designing a clubhouse situated among pine trees in a prestigious suburban area near Moscow, the architectural firm “A.Len” did the façade design part. The combination of different types of brick and masonry correlates with the volumetric and plastique solutions, further enhanced by the inclusion of wood-painted fragments and metal “glazing”.
Word Forms
ATRIUM architects love ambitious challenges, and for the firm’s thirtieth anniversary, they boldly play a game of words with an exhibition that dives deep into a self-created vocabulary. They immerse their projects – especially art installations – into this glossary, as if plunging into a current of their own. You feel as if you’re flowing through the veins of pure art, immersed in a universe of vertical cities, educational spaces – of which the architects are true masters – and the cultural codes of various locations. But what truly captivates is the bold statement that Vera Butko and Anton Nadtochy make, both through their work and this exhibition: architecture, above all, is art – the art of working with form and space.
Flexibility and Acuteness of Modernity
Luxurious, fluid, large “kokoshniks” and spiral barrel columns, as if made from colorful chewing gum: there seem to be no other mansion like this in Moscow, designed in the “Neo-Russian-Modern” style. And the “Teremok” on Malaya Kaluzhskaya, previously somewhat obscure, has “come alive with new colors” and gained visibility after its restoration for the office of the “architectural ecosystem” as the architects love to call themselves. It’s evident that Julius Borisov and the architects at UNK put their hearts into finding this new office and bringing it up to date. Let’s delve into the paradoxes of this mansion’s history and its plasticity. Spoiler: two versions of modernity meet here, both balancing on the razor’s edge of “what’s current”.
Yuri Vissarionov: “A modular house does not belong to the land”
It belongs to space, or to the air... It turns out that 3D printing is more effective when combined with a modular approach: the house is built in a workshop and then adapted to the site, including on uneven terrain. Yuri Vissarionov shares his latest experience in designing tourist complexes, both in central Russia and in the south. These include houseboats, homes printed from lightweight concrete using a 3D printer, and, of course, frame houses.
​Moscow’s First
“The quality of education largely depends on the quality of the educational environment”. This principle of the last decade has been realized by Sergey Skuratov in the project for the First Moscow Gymnasium on Rostovskaya Embankment in the Khamovniki district. The building seamlessly integrates into the complex urban landscape, responding both to the pedestrian flow of the city and the quiet alleyways. It skillfully takes advantage of the height differences and aligns with modern trends in educational space design. Let’s take a closer look.
Looking at the Water
The site of Villa Sonata stretches from the road to the water’s edge, offering its own shoreline, pier, and a picturesque river panorama. To reveal these sweeping views, Roman Leonidov “cut” the façade diagonally parallel to the river, thus getting two main axes for the house and, consequently, “two heads”. The internal core – two double-height spaces, a living room and a conservatory, with a “bridge” above them – makes the house both “transparent” and filled with light.
The White Wing
Well, it’s not exactly white. It’s more of a beige, white-stone structure that plays with the color of limestone – smoother surfaces are lighter, while rougher ones are darker. This wing unites various elements: it absorbs and interprets the surrounding themes. It responds to everything, yet maintains a cohesive expression – a challenging task! – while also incorporating recognizable features of its own, such as the dynamic cuts at the bottom, top, and middle.
Urban Dunes
The XSA Ramps team designed and built a three-part sports hub for a park in Rostov-on-Don, welcoming people of all ages and fitness levels. The skate plaza, pump track, and playground are all meticulously crafted with details that attract a diverse range of visitors. The technical execution of the shapes and slopes transforms this space into a kind of sculptural composition.
Proportional Growth
The project for the fourth phase of the ÁLIA residential area has been announced. The buildings are situated on an elongated plot – almost a “ray” that shoots out from the center of the area towards the river. Their layout reflects both a response to Moscow’s architectural preferences over the past 15 years, shifting “from blocks to towers”, and an interpretation of the neighboring business park designed by SOM. Additionally, the best apartments here are not located at the very top but closer to the middle, forming a glowing “waistline”.
The “Staircase” Building
In designing the “Details” residential complex in New Moscow, Rais Baishev spiced up the now-popular Moscow theme of a “courtyard” building with an idea drawn from the surrealist drawings by Maurits Escher. He envisioned the stepped silhouettes and descending slopes as a metaphysical mega-staircase, creating a key void within the courtyard that gave the project an internal “spine”. This concept is felt both in the building’s silhouette and on its façades.
Projection of the Quarter
No one doubted that the building that Vladimir Plotkin designed as part of the “Garden Quarters” would be the most modernist of all. And it turned out just that way: while adhering to the common design code, the building successfully combines brick and white stone, rhythmically responding to the neighboring building designed by Ostozhenka, yet tactfully and persistently making a few statements of its own. This includes the projection of the ideal urban development composition “14–9–6”, which can be found right next door, mathematical calculations, including those for various types of terraces (and perhaps the only reminder of the Soviet past of the Kauchuk rubber factory!), and the white “cross-stitch” pattern of the façade grid.
Domus Aurea
In this issue, we examine the “Tessinsky-1” house, designed by Sergey Skuratov and completed in 2023. Located in the middle of the Serebryanicheskaya Embankment district, at the intersection of its main streets, this house assumes a sort of “nodal” role: it not only responds to everything around it and preserves many memories of the former EMA factory within itself, but it weaves all this into a newly directed pattern, reconciling bright “gold” and dark-colored brick, largely with the help of the new, modern-yet-archaic Columba brick, which, come to think about it, is the most precious element here.
The Chimney of Nikola-Lenivets
In this issue, we are examining the “Obelisk House” designed by KATARSIS and built for the Arkhstoyanie 2023 festival. However, it was only finished later on, and this is why we are examining it now. It seems to us that after the “Obelisk House” appeared in Nikola-Lenivets, a dialogue and a few inner connections appeared between the temporary structures built here. These houses no longer look like “accidental neighbors”, more of which below.
​Periscope by the Bay
The jury awarded the second place in the competition for a public and cultural center in Petropavlovsk-Kamchatsky to the companies GORA (“Mountain”) and M4. In the consortium’s proposal, the building resembles a sperm whale with a calf swimming next to it or a periscope, whose lenses capture the most spectacular views from the surrounding landscape.
From Arcs to Dolmens
While working on the competition project for Petropavlovsk-Kamchatsky, ASADOV Architects prioritized the value of the natural and urban environment, aiming to preserve the balance of the location while minimizing the resemblance of the volume that they designed to a “traditional building”. The task was challenging, and the architects created three versions, one of which having been developed after the competition, where their main proposal took third place. However, the point of interest here is not the competition result but the continuity of creative thinking.
Hide and Seek
The ID Moskovskiy house, designed by Stepan Liphart in St. Petersburg, in the courtyards near Moskovskiy Avenue beyond the Obvodny Canal and recently completed, is notable for several reasons. Firstly, it has been realized with considerable accuracy, which is particularly significant as this is the first building where the architect was responsible not only for the facades but also for the layouts, allowing for better integration between the two. On the other hand, this building is interesting as an example of the “germination” of new architecture in the city: it draws on the best examples from the neighborhood and becomes an improved and developed sum of ideas found by the architect in the surrounding context.
The Big Twelve
Yesterday, the winners of the Moscow Mayor’s Architecture Award were announced and honored. Let’s take a look at what was awarded and, in some cases, even critique this esteemed award. After all, there is always room for improvement, right?
Above the Golden Horn
The residential complex “Philosophy” designed by T+T architects in Vladivostok, is one of the new projects in the “Golubinaya Pad” area, changing its development philosophy (pun intended) from single houses to a comprehensive approach. The buildings are organized along public streets, varying in height and format, with one house even executed in gallery typology, featuring a cantilever leaning on an art object.
Nuanced Alternative
How can you rhyme a square and space? Easily! But to do so, you need to rhyme everything you can possibly think of: weave everything together, like in a tensegrity structure, and find your own optics too. The new exhibition at GES-2 does just that, offering its visitor a new perspective on the history of art spanning 150 years, infused with the hope for endless multiplicity of worlds and art histories. Read on to see how this is achieved and how the exhibition design by Evgeny Ace contributes to it.
Blinds for Ice
An ice arena has been constructed in Domodedovo based on a project by Yuri Vissarionov Architects. To prevent the long façade, a technical requirement for winter sports facilities, from appearing monotonous, the architects proposed the use of suspended structures with multidirectional slats. This design protects the ice from direct sunlight while giving the wall texture and detail.
Frozen Magma
A competition for the creation of a public and cultural center was held in Petropavlovsk-Kamchatsky. Three architectural companies made it to the final, and we consider it important to share about the work of each. Let’s start with the winner – the consortium led by Wowhaus.
Campus within a Day
In this article, we talk about what the participants of Genplan Institute of Moscow’s hackathon were doing at the MosComArchitecture booth at the “ArchMoscow” exhibition. We also discuss who won the prize and why, and what can be done with the territory of a small university on the outskirts of Moscow.
Vertical Civilization
Genpro considered the development of the vertical city concept and made it the theme of their pavilion at the “ArchMoscow” exhibition.