По-русски

​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
Object
mainImg
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
Magnetic Forces
“Krylatskaya 33” is the first large-scale residential complex to appear amidst the 1980s “micro-districts” that harmoniously coexist with the forests, the river, the slopes, and the sports infrastructure. Despite its imposing scale, the architects of Ostozhenka managed to turn the complex into something that can be best described as a “graceful dominant”. First, they designed the complex with consideration for the style and height of the surrounding micro-districts. Second, by introducing a pause in its tallest section, they created compositional tension – right along the urban planning axis of the area.
Orion’s Belt
The Stone Khodynka 2 office complex, designed by Kleinewelt Architekten for the company Stone, is built with an ergonomic layout following “healthy building” principles: natural light, ventilation, and all the necessary features for an efficient office environment. On the outside, it resembles – like many contemporary buildings – an iPhone: sleek, glowing, glass-and-metal, edges elegantly rounded. Yet, it responds sensitively to the Khodynka context, where the main theme is the contrast between vertical and horizontal lines. The key intrigue lies in the design of the “stylobate” as a suspended passage, leaving the space beneath it open for free pedestrian movement.
Grigory Revzin: “It Was a Bold Statement Made on the Sly. Something Won”
In this article, we discuss the debates surrounding the circus competition and the demolition of the CMEA building with the most renowned architectural critic of our time. A paradox emerges in the process: while nostalgia for the Brezhnev era seems to be in vogue in Russia, a landmark building – the “axis” of the Warsaw Pact – has been sentenced to demolition. Isn’t that strange? We also find out that wow-architecture has made a comeback as a post-COVID trend. However, to make a truly powerful statement, professionals still remain indispensable.
Exposed Concrete
One of the stages of improving a small square in the town of Lermontov was the construction of a skatepark. Entrusting this part of the project to the XSA team, the city gained a 250-meter trick track whose features resemble those of land art objects – unparalleled in Russia in both scale and design. Here’s a look at how the experimental snake run in the foothills of the Caucasus was built.
One Step Closer To the Dream
The challenges of getting all the mandatory approvals, an insufficient budget, and construction site difficulties did not prevent ASADOV Bureau from achieving its main goal in the realization of the school project in the town of Troitsk – taking another step away from outdated notions of educational spaces toward creating a fundamentally new academic environment.
Chalet on the Rock
An Accor hotel in Arkhyz, designed by A.Len, will be situated at the gateway to the resort’s main tourist hubs. The architects reinterpreted the widely popular chalet style while adding an unexpected twist – an unfinished structure preserved on the site. The design team transformed this remnant into an exciting space featuring an open-air pool and a restaurant with panoramic views of the region’s highest mountain ridges.
Sergey Skuratov: “By and large, the project has been realized in line with the original ideas”
In this issue, we talk to the chief architect of Garden Quarters, looking back at the history and key moments of a project that took 18 years to develop and has now finally been completed. What interests us most are the transformations that the project underwent during construction, and the way the “necessary void” of public space was formed, which turned this remarkable complex into a fragment of a whole new type of urban fabric – not just at the horizontal “street” level but in its vertical structure as well.
A Unique Representative
The recently concluded year 2024 can be considered the year of completion for the “Garden Quarters” residential complex in Moscow’s Khamovniki. This project is well-known and, in many ways, iconic. Rarely does one manage to preserve such a number of original ideas, achieving in the end a kind of urban planning Gesamtkunstwerk. Here is a subjective view from an architecture journalist, with an interview with Sergey Skuratov soon to follow.
Field of Life
The new project by the architectural company PNKB (an acronym for “Design, Research, and Advisory Bureau”), led by Sergey Gnedovsky and Anton Lyubimkin, for the Kulikovo Field Museum is dedicated to the field as a concept in its own right. The field has long been a focus of the museum’s thorough and successful research. Accordingly, the exterior of the new museum building is gentler than that of its predecessor, which was also designed by PNKB and dedicated specifically to the historic battle. Inside, however, the building confidently guides the visitor from a luminous atrium along a spiral path to the field – interpreted here as a field of life.
A Paper Clip above the River
In this article, we talk with Vitaly Lutz from the Genplan Institute of Moscow about the design and unique features of the pedestrian bridge that now links the two banks of the Yauza River in the new cluster of Bauman Moscow State Technical University (MSTU). The bridge’s form and functionality – particularly the inclusion of an amphitheater suspended over the river – were conceived during the planning phase of the territory’s development. Typically, this approach is not standard practice, but the architects advocate for it, referring to this intermediate project phase as the “pre-AGR” stage (AGR stands for Architectural and Urban Planning Approval). Such a practice, they argue, helps define key parameters of future projects and bridge the gap between urban planning and architectural design.
Living in the Architecture of One’s Own Making
Do architects design houses for themselves? You bet! In this article, we are examining a new book by TATLIN publishing house. This book – unprecedented for Russia – features 52 private homes designed and built by contemporary architects for themselves. It includes houses that are famous, even iconic, as well as lesser-known ones; large and small, stylish and eccentric. To some extent, the book reflects the history of Russian architecture over the past 30 years.
A City Block Isoline
Another competition project for a residential complex on the banks of the Volga in Nizhny Novgorod has been prepared by Studio 44. A team of architects led by Ivan Kozhin concluded that using a regular block layout in such a location would be inappropriate and developed a “custom design” approach: a chain of parceled multi-section buildings stretching along the entire embankment. Let’s explore the features and advantages of this unconventional method.
Competition: The Price of Creativity?
Any day now, we’re expecting the results of a competition held by the “Samolet” development group for a plot in Kommunarka. In the meantime, we share the impressions of Editor-in-Chief Julia Tarabarina, who managed to conduct a public talk. Though technically focused on the interaction between developers and architects, the public talk turned into a discussion about the pros and cons of architectural competitions.
Terraced Design
The “River Park” residential complex has confidently and securely shaped the Nagatinsky Backwater shoreline. Featuring a public embankment, elevated courtyards connected by pedestrian bridges, and brick façades, the development invites exploration of its nuanced response to the surrounding context, as well as hints of the architects’ megalithic design thinking.
A Kremlin’s Core and Meteorite Fragments
We continue our coverage of the competition projects for the residential district that the development company GloraX plans to build along the embankment of the Rowing Channel in Nizhny Novgorod. ASADOV Architects approached the concept through a deep dive into local identity, using storytelling to pinpoint a central idea for the design: the master plan and composition are imagined as if a meteorite had struck a “proto-Kremlin”. Sounds weird? Find more details below!
The Volga Regatta
GloraX plans to develop a residential complex spanning 14 hectares along the Volga River in Nizhny Novgorod. The winning design in a closed-door competition, created by GORA Architects, features housing typologies ranging from townhouses to terraced high-rise slabs, a balance of functions, diverse ways of engaging with the water, and even a dedicated island (no less!) for the city residents.
Life Plans
The master plan for the residential district “Prityazheniye” (“Gravity”) in Naberezhnye Chelny was developed by the architectural company A.Len, taking into account the specific urban planning context and partially implemented solutions of the first phase. However, the master plan prioritized its own values: a green framework, a system of focal points, a hierarchy of spaces, and pedestrian priority. After this, the question of what residents will do in their neighborhood simply doesn’t arise.
A New Track
We took a thorough look at D_Station, a railcar repair depot dating back to 1906, recently reconstructed while preserving its century-old industrial structure, upon the project by Sergey Trukhanov and T+T Architects. Though work on the interiors – set to house restaurants and public spaces – is still underway, the building’s exterior already offers plenty to see. Visitors can explore the blend of old and new brickwork, appreciate the architect’s unique interpretation of ruin aesthetics, and enjoy the newly built pedestrian route that connects the Citydel Business Center’s arches to Kazakova Street.
Four Different Surveys
The “Explore the City” competition, organized this year by the Genplan Institute of Moscow, stands out as a pretty unconventional one for the architectural field but aligns perfectly well with the character of urban planning work. The winning project analyzed contemporary residential complexes, combining urban planning insights with a realtor’s perspective to propose a hybrid approach. Other entries explored public centers, motivations for car ownership, and housing vacancy rates. A fifth participant withdrew. Here’s a closer look at the four completed works.
Scheduled Evolution
ASADOV Architects unveiled the EvyCenter pavilion, a microcultural hub for fostering personal growth, organizing workshops, and doing gymnastics. Additionally, this pavilion serves as a prototype for a scalable country house, drawing inspiration from the “Loskutok” project, and constructed from CLT panels in a factory. This marks the beginning of a developer project initiated by the architectural firm (sic!), which is seeking partners to expand both small Evy settlements and even larger Evy cities, which are, according to Andrey Asadov, aimed at fostering the “evolutionary” development of the people who will inhabit them.
The Golden Crown
The concept for a dental clinic in Yekaterinburg, developed by CNTR Studio, revolves around the idea of a “mouth full of gold”: pristine white porcelain stoneware walls are complemented by matte brass details. To avoid an overly literal interpretation, the architects focused on the building’s proportions, skillfully navigating between sunlight requirements and fire safety regulations.
Flexibility and Integration
Not long ago, we covered the project for the fourth phase of the ÁLIA residential complex, designed by APEX. Now, we’ve been shown different fence concepts they developed to enclose the complex’s private courtyards, incorporating a variety of public functions. We believe that the sheer fact that the complex’s architects were involved in such a detail as fencing speaks volumes.
A Step Forward
The HIDE residential complex represents a major milestone for ADM architects and their leaders Andrey Romanov and Ekaterina Kuznetsova in their quest for a fresh high-rise aesthetic – one that is flexible and layered, capable of bringing vibrancy to mass and silhouette while shaping form. Over recent years, this approach has become ADM’s “signature style”, with the golden HIDE tower playing a pivotal role in its evolution. Here, we delve into the project’s story, explore the details of the complex’s design, and uncover its core essence.
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.