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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
The Forum of Time
The competition project for the Russian Pavilion at EXPO 2025 in Osaka designed by Aleksey Orlov and Arena Project Institute consists of cones and conical funnels connected into a non-trivial composition, where one can feel the hand of architects who have worked extensively with stadiums and other sports facilities. It’s very interesting to delve into its logic, structurally built on the theme of clocks, hourglasses and even sundials. Additionally, the architects have turned the exhibition pavilion into a series of interconnected amphitheaters, which is also highly relevant for world exhibitions. We are reminding you that the competition results were never announced.
Mirrors Everywhere
The project by Sergey Nebotov, Anastasia Gritskova, and the architectural company “Novoe” was created for the Russian pavilion at EXPO 2025, but within the framework of another competition, which, as we learned, took place even earlier, in 2021. At that time, the competition theme was “digital twins”, and there was minimal time for work, so the project, according to the architect himself, was more of a “student assignment”. Nevertheless, this project is interesting for its plan bordering on similarity with Baroque projects and the emblem of the exhibition, as well as its diverse and comprehensive reflectiveness.
The Steppe Is Full of Beauty and Freedom
The goal of the exhibition “Dikoe Pole” (“Wild Field”) at the State Historical Museum was to move away from the archaeological listing of valuable items and to create an image of the steppe and nomads that was multidirectional and emotional – in other words, artistic. To achieve this goal, it was important to include works of contemporary art. One such work is the scenography of the exhibition space developed by CHART studio.
The Snowstorm Fish
The next project from the unfinished competition for the Russian Pavilion at EXPO 2025, which will be held in Osaka, Japan, is by Dashi Namdakov and Parsec Architects. The pavilion describes itself as an “architectural/sculptural” one, with its shape clearly reminiscent of abstract sculpture of the 1970s. It complements its program with a meditative hall named “Mendeleev’s Dreams”, and offers its visitors to slide from its roof at the end of the tour.
The Mirror of Your Soul
We continue to publish projects from the competition for the design of the Russian Pavilion at EXPO in Osaka 2025. We are reminding you that the results of the competition have not been announced, and hardly will ever be. The pavilion designed by ASADOV Architects combines a forest log cabin, the image of a hyper transition, and sculptures made of glowing threads – it focuses primarily on the scenography of the exhibition, which the pavilion builds sequentially like a string of impressions, dedicating it to the paradoxes of the Russian soul.
Part of the Ideal
In 2025, another World Expo will take place in Osaka, Japan, in which Russia will not participate. However, a competition for the Russian pavilion was indeed held, with six projects participating. The results were never announced as Russia’s participation was canceled; the competition has no winners. Nevertheless, Expo pavilion projects are typically designed for a bold and interesting architectural statement, so we’ve gathered all the six projects and will be publishing articles about them in random order. The first one is the project by Vladimir Plotkin and Reserve Union, which is distinguished by the clarity of its stereometric shape, the boldness of its structure, and the multiplicity of possible interpretations.
The Fortress by the River
ASADOV Architects have developed a concept for a new residential district in the center of Kemerovo. To combat the harsh climate and monotonous everyday life, the architects proposed a block type of development with dominant towers, good insolation, facades detailed at eye level, and event programming.
In the Rhombus Grid
Construction has begun on the building of the OMK (United Metallurgical Company) Corporate University in Nizhny Novgorod’s town of Vyksa, designed by Ostozhenka Architects. The most interesting aspect of the project is how the architects immersed it in the context: “extracting” a diagonal motif from the planning grid of Vyksa, they aligned the building, the square, and the park to match it. A truly masterful work with urban planning context on several different levels of perception has long since become the signature technique of Ostozhenka.
​Generational Connection
Another modern estate, designed by Roman Leonidov, is located in the Moscow region and brings together three generations of one family under one roof. To fit on a narrow plot without depriving anyone of personal space, the architects opted for a zigzag plan. The main volume in the house structure is accentuated by mezzanines with a reverse-sloped roof and ceilings featuring exposed beams.
Three Dimensions of the City
We began to delve into the project by Sergey Skuratov, the residential complex “Depo” in Minsk, located at Victory Square, and it fascinated us completely. The project has at least several dimensions to it: historical – at some point, the developer decided to discontinue further collaboration with Sergey Skuratov Architects, but the concept was approved, and its implementation continues, mostly in accordance with the proposed ideas. The spatial and urban planning dimension – the architects both argue with the city and play along with it, deciphering nuances, and finding axes. And, finally, the tactile dimension – the constructed buildings also have their own intriguing features. Thus, this article also has two parts: it dwells on what has been built and what was conceived
New “Flight”
Architects from “Mezonproject” have developed a project for the reconstruction of the regional youth center “Polyot”(“Flight”) in the city of Oryol. The summer youth center, built back in the late 1970s, will now become year-round and acquire many additional functions.
The Yauza Towers
In Moscow, there aren’t that many buildings or projects designed by Nikita Yavein and Studio 44. In this article, we present to you the concept of a large multifunctional complex on the Yauza River, located between two parks, featuring a promenade, a crossroads of two pedestrian streets, a highly developed public space, and an original architectural solution. This solution combines a sophisticated, asymmetric façade grid, reminiscent of a game of fifteen puzzle, and bold protrusions of the upper parts of the buildings, completely masking the technical floors and sculpting the complex’s silhouette.
Architecture and Leisure Park
For the suburban hotel complex, which envisages various formats of leisure, the architectural company T+T Architects proposed several types of accommodation, ranging from the classic “standard” in a common building to a “cave in the hill” and a “house in a tree”. An additional challenge consisted in integrating a few classic-style residences already existing on this territory into the “architectural forest park”.
The U-House
The Jois complex combines height with terraces, bringing the most expensive apartments from penthouses down to the bottom floors. The powerful iconic image of the U-shaped building is the result of the creative search for a new standard of living in high-rise buildings by the architects of “Genpro”.
Black and White
In this article, we specifically discuss the interiors of the ATOM Pavilion at VDNKh. Interior design is a crucial component of the overall concept in this case, and precision and meticulous execution were highly important for the architects. Julia Tryaskina, head of UNK interiors, shares some of the developments.
The “Snake” Mountain
The competition project for the seaside resort complex “Serpentine” combines several typologies: apartments of different classes, villas, and hotel rooms. For each of these typologies, the KPLN architects employ one of the images that are drawn from the natural environment – a serpentine road, a mountain stream, and rolling waves.
Opal from Anna Mons’ Ring
The project of a small business center located near Tupolev Plaza and Radio Street proclaims the necessity of modern architecture in a specific area of Moscow commonly known as “Nemetskaya Sloboda” or “German settlement”. It substantiates its thesis with the thoroughness of details, a multitude of proposed and rejected form variants, and even a detailed description of the surrounding area. The project is interesting indeed, and it is even more interesting to see what will come of it.
Feed ’Em All
A “House of Russian Cuisine” was designed and built by KROST Group at VDNKh for the “Rossiya” exhibition in record-breaking time. The pavilion is masterfully constructed in terms of the standards of modern public catering industry multiplied by the bustling cultural program of the exhibition, and it interprets the stylistically diverse character of VDNKh just as successfully. At the same time, much of its interior design can be traced back to the prototypes of the 1960s – so much so that even scenes from iconic Soviet movies of those years persistently come to mind.
The Ensemble at the Mosque
OSA prepared a master plan for a district in the southern part of Derbent. The main task of the master plan is to initiate the formation of a modern comfortable environment in this city. The organization of residential areas is subordinated to the city’s spiritual center: depending on the location relative to the cathedral mosque, the houses are distinguished by façade and plastique solutions. The program also includes a “hospitality center”, administrative buildings, an educational cluster, and even an air bridge.
Pargolovo Protestantism
A Protestant church is being built in St. Petersburg by the project of SLOI architects. One of the main features of the building is a wooden roof with 25-meter spans, which, among other things, forms the interior of the prayer hall. Also, there are other interesting details – we are telling you more about them.
The Shape of the Inconceivable
The ATOM Pavilion at VDNKh brings to mind a famous maxim of all architects and critics: “You’ve come up with it? Now build it!” You rarely see such a selfless immersion in implementation of the project, and the formidable structural and engineering tasks set by UNK architects to themselves are presented here as an integral and important part of the architectural idea. The challenge matches the obliging status of the place – after all, it is an “exhibition of achievements”, and the pavilion is dedicated to the nuclear energy industry. Let’s take a closer look: from the outside, from the inside, and from the underside too.
​Rays of the Desert
A school for 1750 students is going to be built in Dubai, designed by IND Architects. The architects took into account the local specifics, and proposed a radial layout and spaces, in which the children will be comfortable throughout the day.
The Dairy Theme
The concept of an office of a cheese-making company, designed for the enclosed area of a dairy factory, at least partially refers to industrial architecture. Perhaps that is why this concept is very simple, which seems the appropriate thing to do here. The building is enlivened by literally a couple of “master strokes”: the turning of the corner accentuates the entrance, and the shade of glass responds to the theme of “milk rivers” from Russian fairy tales.
The Road to the Temple
Under a grant from the Small Towns Competition, the main street and temple area of the village of Nikolo-Berezovka near Neftekamsk has been improved. A consortium of APRELarchitects and Novaya Zemlya is turning the village into an open-air museum and integrating ruined buildings into public life.
​Towers Leaning Towards the Sun
The three towers of the residential complex “Novodanilovskaya 8” are new and the tallest neighbors of the Danilovsky Manufactory, “Fort”, and “Plaza”, complementing a whole cluster of modern buildings designed by renowned masters. At the same time, the towers are unique for this setting – they are residential, they are the tallest ones here, and they are located on a challenging site. In this article, we explore how architects Andrey Romanov and Ekaterina Kuznetsova tackled this far-from-trivial task.
In the spirit of ROSTA posters
The new Rostselmash tractor factory, conceptualized by ASADOV Architects, is currently being completed in Rostov-on-Don. References to the Soviet architecture of the 1920’s and 1960’s resonate with the mission and strategic importance of the enterprise, and are also in line with the client’s wish: to pay homage to Rostov’s constructivism.
The Northern Thebaid
The central part of Ferapontovo village, adjacent to the famous monastery with frescoes by Dionisy, has been improved according to the project by APRELarchitects. Now the place offers basic services for tourists, as well as a place for the villagers’ leisure.
Brilliant Production
The architects from London-based MOST Architecture have designed the space for the high-tech production of Charge Cars, a high-performance production facility for high-speed electric cars that are assembled in the shell of legendary Ford Mustangs. The founders of both the company and the car assembly startup are Russians who were educated in their home country.
Three-Part Task: St. Petersburg’s Mytny Dvor
The so-called “Mytny Dvor” area lying just behind Moscow Railway Station – the market rows with a complex history – will be transformed into a premium residential complex by Studio 44. The project consists of three parts: the restoration of historical buildings, the reconstruction of the lost part of the historical contour, and new houses. All of them are harmonized with each other and with the city; axes and “beams of light” were found, cozy corners and scenic viewpoints were carefully thought out. We had a chat with the authors of the historical buildings’ restoration project, and we are telling you about all the different tasks that have been solved here.
The Color of the City, or Reflections on the Slope of an Urban Settlement
In 2022, Ostozhenka Architects won a competition, and in 2023, they developed and received all the necessary approvals for a master plan for the development of Chernigovskaya Street for the developer GloraX. The project takes into account a 10-year history of previous developments; it was done in collaboration with architects from Nizhny Novgorod, and it continues to evolve now. We carefully examined it, talked to everyone, and learned a lot of interesting things.