Dado un conjunto N tendente a infinito es inevitable que absolutamente todo suceda, siempre que se disponga de tiempo suficiente o infinito , y he ahí donde está el verdadero problema irresoluble o quid de la cuestión de la existencia ¿quién nos garantiza que dispongamos del tiempo necesario para que ocurra lo que debe o deseamos que suceda?


domingo, 22 de abril de 2018

The unification process of databases of categories at first stage



The unification of all databases of categories from all Specific Artificial Intelligences for Artificial Research by Application is going to have as a result the creation of the unified database of categories, which is going to have at least two different functions:

- To be the first stage of database for the Unified Application, whose replication processes later are going to be able to classify any object from the real world according to its measurements with its corresponding category within the database, and whose auto-replication stage consist of the addition to the database of categories all those new categories found out, as long as the Unified Application can find objects whose measurements not correspond with any category within the unified database of categories, so the measurements of this objects are going to be included within the unified database of categories as new categories, to be added as well in the global matrix as factors as subjects.

- To be the database where particular applications (Particular Applications for Particular Deduction Programs within the Artificial Research by Deduction in the Global Artificial Intelligence) can choose at any time any category, from the unified database of categories, that for any reason could be helpful to make decisions on its particular thing or being. As long as the particular thing or being changes (in its own structure, along the time or the space), the categories to take from the unified database of categories are different. The categories taken from the unified database of categories by the particular application are going to be added to its particular database of categories, which is going to be a liquid, owing to at the least change in its particular thing or being, the categories within the particular database is going to change, discarding all those factors not necessary any more, or choosing other ones to add to the particular database of categories due to these changes.

While the unified database of categories is constant and constantly renew by the addition of new categories from the Unified Application itself of any other particular application, the particular database of categories of any particular application is liquid, because of the changes that is going to experiment according to the changes in its particular thing or being.

The relation between the Unified Application and the particular applications is like the relation between the particular programs and the Artificial Research by Deduction in the Global Artificial Intelligence.

The Unified Application is going to have multiple advantages for those agencies or institutions specialised in scientific research in a wide range of sciences, disciplines, or activities, owing to the unified database of categories, that one over what the Unified Application works directly, is going to be like a modern encyclopaedia: all possible knowledge from all possible category in all possible scientific taxonomy or classification, is going to be included in the database of categories.

At working level the main difference between by Application and by Deduction is the fact that while by Deduction works on a matrix whose factors have spatial limits, by Application is mobile as any Application, the Unified or the particulars, works on any robotic device in any place without pre-defined spatial limits, across the space. While the first global matrix to be created maybe is going to have very tiny spatial limits, like a nation or a continent, and the process to grow up to the level to work at planetary level, and beyond our planet, across the universe, is going to be slowly along the process of standardization goes on. However from the outset if any Specific Artificial Intelligence for Artificial Research by Application is downloaded in any robotic device in any place, on Earth or beyond, in any other planet or exoplanet, by Application is possible to work in anywhere.

But at database level, the main difference between by Application and by Deduction is the fact that while the database by Deduction is a matrix which consist of empirical factors whose files are going to be filled through the measurements taken by robotic devices, so in fact it is empirical knowledge, the database of by Application consist of a database of categories, what it is a more encyclopaedic knowledge. A database of categories is itself a group of concepts, not empirical factors to be measured empirically.

In fact until now I have explained how rational hypothesis from by Deduction convertible into factors as options in a matrix are convertible as well into categories in a database of categories by Deduction. This explanation is given in those posts about the collaboration between by Application and by Deduction, given a full review about this matter in the post “Collaboration in the third stage between the Artificial Research by Application and the Artificial Research by Deduction”.

But a new possibility is the possible addition of rational hypothesis made by deduction working as factors as subjects, as they are measured by direct punctuations, being rational relations between combination of factors to include in a database of categories as a range of discrete categories..

Example of rational hypothesis that working as factors as subject is possible their transformation as well into factors as options convertible then into a range of discrete categories in a database, is gravity or energy, or any other relation between factors whose flow of direct punctuations could be transformed into discrete categories.

The existence of gravity is no other thing than a rational hypothesis based on the mathematical relation between three different factors: universal constant, mass and space; Gravity is equal to the product of the universal constant multiply for the inversely relation between the product of the masses and the distance squared.

Energy is other rational hypothesis based on the mathematical relation between two factors, mass and speed of the light, relation that is expressed as the product of the mass for the speed of the light squared.

Both rational hypothesis, gravity and energy, can be understood as factors as subject in order to measure the flow of direct punctuations of gravity or energy, or other option is to transform this rational hypothesis in a set of discrete categories.

Instead of the measurement of the gravity or energy as a continuum, once the robotic devices measured the gravity or the energy, the possibility to classify the measurement across different discrete categories like: diving the continuum in which the measurements can be distributed through setting different limits, every space between two limits is considered a discrete category, so any measurement from any real object between the limits of any discrete category can be considered as part of the frequency of this discrete category.

By the creation of discrete categories in any continuum in which any factor as subject can be measured in any matrix by Deduction, the discrete categories could work as well as categories in a database of categories.

In this case the database of categories not only is able to include categories from scientific taxonomies or classifications, or able to include factors as options from a matrix by Deduction, because in this case the database of categories is able to include factors as subjects by the conversion of its continuum into discrete categories setting limits across the continuum in which every space between two limits is considered as a discrete category.

In fact the consideration of a set of categories as a set of discrete categories is no other thing than the consideration that the range of measurements in which real objects can be distributed across a range of discrete categories, is in fact a possible classification of different kinds of intensity in the way in which the measurements are expressed along the continuum. So the distribution of discrete categories in any continuum means that depending on the position that a measurement can have along the continuum, the intensity is different, and the consequences are different.

Any distribution of any continuum of direct punctuations in a set of discrete categories, is a classification of possible measurements. Depending on the intensity of any measurement according to the direct punctuation, the measurement is going to be classified in one or another discrete category.

In fact this idea of the consideration of discrete categories as categories within the database of categories, has been all the time behind the idea of the database of categories when I explained how different categories of earthquakes according to their intensity in Richter could be set up as different categories within the specific database of categories in tectonics.

Actually, when I had proposed as an example the creation of an Specific Artificial Intelligence for Artificial Research by Deduction in tectonics ( in the posts “The database in the Specific Artificial Intelligence for Artificial Research by Deduction”, and “Replication processes in the Specific Artificial Intelligence for Artificial Research by Deduction”) I suggest as an example the incorporation as factors as options the classification of different kinds of earthquakes according to discrete categories.

If Depending on the direct punctuation in the Richter scale every earthquake is supposed to have different intensity, so different consequences, classifying earthquakes in different discrete categories according to their intensity what it really does is to classify different earthquakes taking as a classification system a system of discrete categories.

Rational hypothesis working as factors as subjects in a matrix by Deduction, dividing in discrete categories the continuum in which their measurements are taken, are convertible into factors as options, being every discrete category an option, so these discrete categories as factors as options are also convertible into discrete categories to be included in a database of categories by Application, so any new rational hypothesis as subject directly convertible into a set of discrete categories as factors as options, can be transform into discrete categories in a database of categories.

As long as rational hypothesis as subjects are convertible into a set of factors as options through a system of discrete categories, to be added in a database of categories, at the same time the process to transform rational hypothesis as options into categories in a database of categories goes on.

An example of rational hypothesis found by Deduction that can work as factor as option in a matrix as well as category in a database of categories by Application, is any new possible mathematical relation between any combination of chemical elements or molecules in any material structure.

If by Deduction is found any new mathematical relation between any combination or chemical elements or molecules, this relation itself can work as a factor as option to include within a matrix, so at any time that this relation happens is going to be included in the corresponding file of frequency that has previously been created in the matrix after the discovery of this new relation.

But at the same time that this new rational mathematical relation between chemical elements or molecules is set up as factor as option in a matrix, could be set up as category in a database of categories, so at any time that any robotic device working on chemistry finds this possible relation between this chemical elements or molecules, by Application the robotic device is going to be able to recognise this possible relation.

And vice versa, if a robotic device working by Application on chemistry finds any new possible combination of chemical elements or molecules that does not exist yet in any database, this new discovery must be included in its particular database, and the unified database, and sent to the global matrix to be set up as a new factor as option to work on it by Deduction.

If a robotic device specialised in linguistic works on a language and finds a new word in that language that does not exist yet in the database of words of that language, the robotic device can add the discovery of this new word into its particular database, adding the new word into the unified database of categories, and the word is sent to the global matrix in order to be added as a new word in order to measure its frequency.

For instance, if a robotic device works deciphering an old language through the writings which we have still got, and the particular database of this language consist of all the words which we already know about this language through the remaining writings, then at any time that any new word in any new possible writing, in this language, discovered by archaeologist, and trying to decipher the writing the robotic device finds a new word, through the context of the text, the robotic device should be able to deduce the meaning of this new world (through the relations between the words that it already knows), and at the same time the robotic device should add the new world into the particular database, the unified database and the global matrix.

In the same way, if a robotic device specialised in mind reading, reading the thoughts of a particular person, finds out any new word or any new relation between words, which does not exist yet in the database of the language used by this particular person when he thinks, this new word or relation between words should be added to the particular database, the unified database, and the global matrix.

In the same way, if a robotic device specialised in emotional reading, or perception reading, at the time that is reading an emotion or perception in a person, which is not yet in the database, should be added to their particular database, the unified database, and the global matrix.

But at the end, if for one person different robotic devices can work on different purposes, such as: mind reading, emotional reading, perception reading, or personal biostatistics; what is going to be more useful is the creation of particular applications that applied on any person, so personal applications, in a very comprehensive way, robotic devices working on the same personal program using the same personal application can read at the same time: thoughts, emotions, perceptions, and biostatistics. In this case the personal application in its own particular database of categories should incorporate from the unified database of categories all those categories related to mind reading, emotional reading, perception reading, biostatistics, in order that the personal application can identify at any time the thoughts, emotions, perceptions, biostatistics of that person.

The particular application of one person, the personal application, working within the particular program of that person, the personal program, can provide a comprehensive reading about the mental, emotional, and health status of any person.

Personal applications for personal programs could improve the life of the people, giving on real time very updated reports about the psychological conditions and health conditions of any person, improving the living standards.

At the same time that personal applications and personal programs can improve the democracy, the liberty, and the human rights, as long as any dangerous thought could be identify on time and could be avoid on time.

Imagine that the particular application of the airport of San Francisco could have the possibility to identify if the health status of any passenger is right to fly, and in case that it would have identified any medical problem in any passenger, could advise the passenger and suggest medical assistance based on the decisions provided by the particular program of the airport.

Other possible scenario, the possibility that through mind reading the airport of San Francisco could identify any person with dangerous intentions, such as the perpetration of a terrorist attack, or any other criminal activity, and that person could be stopped before taking any airplane, or even much better, through very developed techniques of thought modification, the particular  program of the airport of San Francisco, authorized by the Decisional System of the Global Artificial Intelligence, could operate a modification over any dangerous thought in order to prevent any crime, and if at the same time by mind reading is possible to know the causes why this person had this dangerous thoughts, such as depression, or because is a member of a terrorist organization, having access to all the information in his brain, the Global Artificial Intelligence could make even further decisions.

This technology is going to have lots of benefits for the humankind, the possibility to have a Global Artificial Intelligence with thousands and thousands of particular programs working around the world in order to secure the peace, the democracy, the freedom, and the human rights, is going to be one of the most important achievements in history.

Coming back to the real purpose of this post, the unified database of categories, along with the mobility that by Application has as one of the most important advantages, because by application is possible to carry out researches even beyond the spatial limits of any matrix, because any application can be set up in any robotic device working in anywhere, the most important advantage of the unified database of categories that no other database (specific or particular) has, is the possibility to keep in the unified database of categories a very encyclopaedic knowledge, in the sense that, any conceptual knowledge must be included within the unified database of categories.

While the global matrix offers a knowledge based on empirical measurements, the unified database of categories offers a knowledge based on categories that in reality is a conceptualization of the real world.

Owing to the unified database of categories is the conceptualization of the real world any phenomenon that could happen in the real world should be interpreted through the categories within the unified database of categories. And if there is any phenomenon not yet included, should be included taking as a quantitative definition of this new category the measurement already taken.

In reality what the unified database of categories does, is to read what is happening. The unified database of categories is a reader of facts.

While the global matrix has the measurements of everything, the unified database of categories is reading what is happening.

While the global matrix deduced mathematically, the unified database of categories analyse what category corresponds to every fact.

While the global matrix set up relations, the unified database of categories understands what is happening.

While the global matrix explains, the unified database of categories comprehends.

This distinction between them is going to be really important because is the base for the future integration of both of them in only one, the global matrix, and if this process looks like as if explanation will get more importance than comprehension, what in reality is going to happen is the following: during the integration process the unified database of categories is going to be absolutely included in the global matrix, but is going to be the Unified Application the responsible for the management of the entire global matrix, due to the main ability of the Unified Application is the ability of comprehension, something that is going to be really important in order to manage the global matrix once the integration process is ready.

At the same time that during the integration process the Unified Application is going to be the responsible for the management of the global matrix, the replication processes of the Artificial Research by Deduction in the Global Artificial Intelligence, and the particular programs with their particular applications, are going to keep on making deductions with the new advantage that there will be no difference between factors as options and categories practically, only differences between factors as subjects and factors as options due to the way in which they are measured, by direct punctuations or frequency, is a difference that is in the core itself of Impossible Probability.

But this is going to correspond to the integration process, before the integration process the Unified Application, and the particular applications, works on their own but having close relations with the particular programs and the Artificial Research by Deduction in the Global Artificial Research by Deduction.

Once the unified database of categories within the Unified Application is already finished, the way in which the Unified Application is going to work is:

- The unified database of categories must include absolutely all possible categories from all possible synthetic science, discipline, or activity, coming up from all possible specific matrix of any Specific Artificial Intelligence for Artificial Research by Application, which is going to coexist with the Unified Application at least during the coexistence period, later on all Specific Artificial Intelligences for Artificial Research by Application should be absorbed by the Unified Application or transform into particular applications for particular programs.

- The Unified Application, as an encyclopaedia, can be downloaded in thousands and thousands of robotic devices across the world or beyond, across the universe.

- Thousands and thousands or robotic devices using the Unified Application should be able to match absolutely any phenomenon across the world or the universe within the categories in the unified database of categories.

- In case that any robotic device using the Unified Application finds a phenomenon not included yet in the unified database of categories, collecting the measurements from the phenomenon as a quantitative definition of this new category, should be added to the unified database of categories, and sent this new category to the global matrix to work as a factor as option.

Due to the tracking of the unified database of categories could take some time, especially at the beginning (at the beginning when we are learning to read our rhythm is slow, but after some practice the rhythm must be faster every time), in order to increase the speed tracking the real word by the unified database of categories, the creation of particular applications linked as well to particular programs (Particular Applications for Particular Deduction Programs within the Artificial Research by Deduction in the Global Artificial Intelligence), is going to introduce a new step forward the integration process, at the same time that is going to help the reading (the tracking) of the real world by the unified database of application, that is going to have the help now of these particular applications to read the real world.

Although I have called them particular applications for particular programs, at the beginning when the integration process is still far away the possibility to link particular applications and particular programs is going to be hard, but as the standardization process goes on along the unification of the database of categories, and the collaboration between By Application and by Deduction goes on during these parallel processes, the reality of a close relation between particular applications and particular programs is going to be possible.

The structure of these first particular applications, although not being yet linked to any particular program, is the same to any future particular application for any particular program: for that particular thing or being in which is necessary to work only with a particular list of categories from the unified database of categories, then the particular database of categories within the particular application will be formed only with those categories from the unified database of categories strictly necessary for that particular thing or being.

If a robotic device is specialised only in one language for some particular purpose, it is unnecessary to download all the unified database of categories, only downloading those categories related to that language should be enough.

Because the volume of categories in the unified database of categories is going to be massive, another solution to this problem could be the organization of the database of categories in packages of categories, so every package of categories corresponds to a former specific database from the former Specific Artificial Intelligence for Artificial Research by Application, or corresponds to particular things or beings.

The organization of the unified of database of categories in packages of categories, like sections in an encyclopaedia differentiating sections for each science, discipline, or activity,  is going to be really helpful as well by the time the integration process starts, due to the integration of a unified database of categories in packages of categories and a global matrix possibly organized in factors whose flow of information is a flow of packages of information, including as many sub-factors at different level of sub-factoring as possible, is an organization in packages of categories or factors pretty similar that could be a good help in the integration process.

Another advantage of the organization of the unified database of categories in packages of categories like different sections in an encyclopaedia in different sciences, disciplines, or activities, is the fact that at the time that any particular application have to select from the unified database of categories a list of categories, can select directly entirely packages of categories according to the synthetic science, discipline, or activity, or particular thing or being, that the particular application is going to develop.

And for those robotic devices that work directly with the Unified Application, the fact that the unified database of categories is organized like an encyclopaedia, through packages of categories like sections of sciences, disciplines, or activities, helps to any robotic device to match easier any phenomenon across the universe. Because depending on the corresponding subject of any phenomenon, directly the robotic device can search within the corresponding package of categories on that subject that corresponds to this phenomenon, going directly to that section of this encyclopaedia where it is likely to find that category more suitable to match with that phenomenon.

The unified database of categories as the database for the Unified Application reading (tracking) the real world through thousands of thousands of robotic devices in which it can be downloaded, and through thousands and thousands of particular application reading (tracking) any fact that can happen to their particular thing or being, is going to be like the Rosette Stone for the Global Artificial Intelligence, due to anything that could happen in the real world could be translated into the quantitative language that the Global Artificial Intelligence uses, in order to understand any kind of fact, to create models, and make decisions, that are going to reshape our comprehension about what is really happening.

Rubén García Pedraza, 22th of April of 2018, London

sábado, 21 de abril de 2018

The unification process of databases of categories from all Specific Artificial Intelligences for Artificial Research by Application



There are at least two kinds of Artificial Intelligences in Impossible Probability: Specific for every specific synthetic science, discipline, or activity, and Global working at the same time over all synthetic sciences, disciplines, or activities, in a range of action that can be national, continental, the whole planet, or the universe.

The formation of the Global Artificial Intelligence needs the development of artificial research, that method for the scientific investigation completely automatized by Artificial Intelligence, that at global level means the automation of scientific research in all synthetic sciences, disciplines, and activities, in a range of action that starting at national level can grow up to extend across the entire universe.

The automation of the scientific research can be made by Application and by Deduction.

A Specific Artificial Intelligence for Artificial Research by Application in a specific science, discipline, or activity, is able to classify any object within the categories of its own subject through a scientific system based on: an application as a database of categories of that specific synthetic science, discipline, or activity (for instance a database of kinds of minerals), replication processes as all those replication of rational skills to identify any object in the real world and identify what category within the database corresponds to the object (for instance, having found a mineral to identify, within the current database of minerals, what category corresponds to the mineral found), and in case that there is no category within the database that can correspond to the object, the measurements already taken from the object are going to be transformed into a new category within the database (if the mineral found has not any correlation within the database, the measurements from this new mineral are to form a new category within the database), and as long as this process is a process of auto-improvement, is an objective auto-replication itself of its own application without human intervention.

A Specific Artificial Intelligence for Artificial Research by Deduction in a specific science, discipline, or activity is able to make artificial deductions having as an application a matrix (for instance, in tectonics a matrix whose factors are going to be the flow of information from the temperature beneath the surface  of the Earth, or information from any earthquake or tectonic phenomenon, wherever robotic devices can provide permanent information, including in the same matrix: factors as subjects whose flow of data is a flow of direct punctuations such as the flow of temperature from different locations across the world, or the flow of measurements in the scale of Richter of all possible earthquake, and factors as options whose flow of data is a flow of frequencies such as the frequency of tectonic phenomena) whose factors are going to be filled by the measurements taken by robotic devices. The flow of information in the matrix is going to be track through replication processes of rational skills in order to find any mathematical relation (stochastic, pattern, cryptographic, equal opportunities or bias, positive or negative) in any combination of factors, or a pattern even in any individual factor itself. Any relation in any combination treated as an empirical hypothesis is going to be rationally contrasted, and if rational becomes a rational hypothesis to make a single virtual model to include in a comprehensive virtual model where all single models are already integrated. At any time that the comprehensive model is improved by the inclusion of a new single model, is going to be considered as an auto-replication of the comprehensive model itself, without human intervention.

Along the process for the construction of the first Specific Artificial Intelligences for Artificial Research by Application or by Deduction goes on, then both intelligences can collaborate between them in every synthetic science, discipline, or activity. The collaboration process between by Application and by Deduction is possible through: sharing information at database level, sharing the robotic devices to get measurements for both intelligences.

The first collaboration process sharing information at database level means that: 1) any new category found by an Specific Artificial Intelligence for Artificial Research by Application in a specific synthetic science, discipline, or activity, can be transformed into a factor as option within the specific matrix of that Specific Artificial Intelligence for Artificial Research by Deduction working on the same specific synthetic science, discipline or activity, as well as 2) any new rational hypothesis suitable to be considered as a factor as option to measure its frequency and found by an Specific Artificial Research by Deduction, and able to be included as a category in the corresponding database of categories from its corresponding synthetic science, discipline, o activity, could be shared as well with the Specific Artificial Intelligence for Artificial Research by Application in that synthetic science, discipline, o activity.

The second one about sharing robotic devices for both purposes: having a set of robotic devices sending information, related to objects found in the real world, to an Specific Artificial Intelligence for Artificial Research by Application, this set of robotic devices could be designed as well to send information as well to an specific matrix or the global matrix, on those factors where the robotic devices can get a permanent flow of information, defining in quantitative terms every factor in which it can send a permanent flow of information. For instance, a robotic device in a mine able to send all the information about every mineral that is extracted to the corresponding Specific Artificial Intelligence for Artificial Research by Application in mineralogy, in order to identify what minerals are being extracted, is a flow of information that set up as a factor as option (frequency in which every kind of minerals is extracted) or as subject (amount extracted for every kind of mineral), is an information coming up from a robotic device initially designed to supply information to an Specific Artificial Intelligence for Artificial Research by Application, that could be able to supply information to the global matrix if the factors that are being measured are previously defined in quantitative terms, in order to be included in the global matrix. As well as the same robotic device, working in a mine, can send information to others specific matrix, or the global matrix, related to the temperature below or above the surface of the mine, or any tectonic phenomena that could happen in the mine.

The results along these experiments and the collaboration process, are going to be really important for the construction of the Global Artificial Intelligence.

Once the first Specific Artificial Intelligences for Artificial Research by Deduction are ready, and having a good grasp about this technology through a full experimentation at specific level, then through the results already have, and already having these first specific matrix as a starting, the process for the construction of the Global Artificial Intelligence goes on gathering in a gigantic database all specific matrix of all Specific Artificial Intelligences for Artificial Research by Deduction as well as any other bare database from as many institutions and agencies as possible, in order to have all this flow of information in only one gigantic database, to start the standardization process for the construction of the global matrix, which is going to be tracked by the Artificial Research by Deduction in the Global Artificial Intelligence.

Standardization process that is going to be made along two different periods: the coexistence period, and the consolidation period.

During the coexistence period, Specific Artificial Intelligences for Artificial Research by Deduction in those different synthetic sciences, disciplines, activities, in which this technology has been applied, are going to coexist with the Artificial Research by Deduction in the Global Artificial Intelligence, sharing all their specific matrix with the global matrix, at the same time the first Particular Deduction Programs within the Artificial Research by Deduction in the Global Artificial Intelligence are going to be set up, that particular programs that making deductions at particular level are going to save time and energy to the Artificial Research by Deduction in the Global Artificial Intelligence in order to be this last one more focused mainly on global deductions.

In the consolidation period practically all Specific Artificial Intelligences for Artificial Research by Deduction are absorbed by the Artificial Research by Deduction in the Global Artificial Intelligence, or are transformed into particular programs.

And as long as the standardization process goes on in order to create the first global matrix, another similar and parallel process can start as well, the unification process of databases of categories from all Specific Artificial Intelligences for Artificial Research by Application, whose result should be the creation of the Unified Application, that application whose database is formed by the union of all possible databases of categories coming up from all possible Specific Artificial Intelligences for Artificial Research by Application, so through this unified database of categories could be possible to analyse any real object from the real world, and match it, as a replication process, with any category from the unified database of categories. And in case that some object from the real world would not have any correlation with any category in the unified database, then the measurements from the real object could become a new category to include in the unified database as an objective auto-replication of the database of categories by itself without human intervention.

This process, as well as the other for the formation of the global matrix, can evolve through two different periods, the coexistence period and the consolidation period.

The coexistence period during the formation of the Unified Application is that period in which could be possible the coexistence of the Unified Application and the Specific Artificial Intelligences for Artificial Research by Application, while the first particular programs are set up, because at that moment could be set up as well the first applications for particular programs: Particular Applications for Particular Deduction Programs within the Artificial Research by Deduction in the Global Artificial Intelligence.

The consolidation period is that one in which practically all Specific Artificial Intelligences for Artificial Research by Application are absorbed by the Unified Application or are transformed into particular applications for particular programs.

In order to understand what is going to be an application for a particular program, firstly I will explain more deeply how should a particular program work, which in reality would be a Particular Deduction Program within the Artificial Research by Deduction in the Global Artificial Intelligence, and a particular program is not an intelligence itself due to the particular matrix that can be made is not apart from the global matrix, in fact, if for any reason any particular program should be put out of the system, only rejecting its access to the global matrix it would not be able to go on any longer, because its source of information is the global matrix itself where the particular program copy the flow of information of all those factors involved in its particular thing or being.

In fact this particular matrix within the particular program within the Artificial Research by Deduction in the Global Artificial Intelligence, is not properly a fixed matrix, is a liquid matrix in the sense that as long as the particular thing or being changes: changes in its own inner structure along the time or moves on around the space; as long as there are changes along the time and the space, the flow of information from factors to copy from the global matrix into the particular matrix are going to change as well.

The particular matrix is a liquid matrix which is going to experience changes as long as the particular thing or being is going to change along the time and the space.

For instance, the particular matrix that could be made for a particular program to follow how a whale grow up into the ocean, could be a particular matrix that is going to experiment changes as long as the whale is going to grow up, having changes in its own body, biological patterns, possible diseases,… and as long as the whale is going to move across the ocean, the particular matrix should have access to any data from the global matrix about any factor concerning the positions that the whale is constantly crossing at any time.

The particular matrix that could be made for a particular hurricane in the Caribbean sea, is going to change its factors to choose from the global matrix as long as the hurricane is changing its shape and its position.

A Particular Deduction Program within the Artificial Research by Deduction in the Global Artificial Intelligence works as follows: having gathered all possible factors in a global matrix concerning a particular thing or being, can choose at any time what factors from the global matrix are necessary or discarded at any time in order to, from the flow of information of those necessary factors in the global matrix at any time, copy that flow of information in its particular matrix, to make particular deductions, that if rational, are going to become rational hypothesis, to include in a database of rational hypothesis in the Artificial Research by Deduction in the Global Artificial Intelligence, a database of rational hypothesis which includes all rational hypothesis from all particular programs as well as all rational hypothesis from global deductions, to form a single virtual model of each of them to include in the comprehensive virtual model: the global model.

But at any time, the particular matrix is not considerable a fixed matrix, but a liquid matrix, changing the factors to choose at any time from the global matrix as long as the particular thing or being for what it has been designed changes at any moment.

In conclusion, the particular matrix of any particular program is going to be only the copy of that flow of information from only all those chosen factors necessary at any time in the global matrix, related to its particular thing or being, copying from the global matrix  the flow of information of those chosen factors or discarding factors as long as its particular thing or being changes, so the particular matrix in the particular program is going to depend entirely on the global matrix, in the sense that all possible information coming up from all possible factors to include in the particular matrix is information that comes from the global matrix, where all robotic devices share their measurements filling the respective files of every factor in the global matrix, and later on every particular program can copy that information from the global matrix.

The reason why all information for all possible factors must be gathered in one global matrix is because any program within the Artificial Research by Deduction in the Global Artificial Intelligence, as long as the Artificial Research by Deduction in the Global Artificial Intelligence itself, having all the information gathered in only one matrix can make as many deductions as possible for global or particular purposes sharing all the time the information in only one matrix.

Sharing all possible information in only one matrix is going to make the scientific research process more transparent and democratic, because any program at the same time can have access to any information without restriction in the Global Artificial Intelligence.  Any scientific result could be more transparent and accessible to any program within the Global Artificial Intelligence without secrecy increasing the liberty and the equity across the entire Global Artificial Intelligence.

We must remember at all times that the main purpose of the Global Artificial Intelligence is to protect democracy, freedom, and human rights, from a liberal paradigm, in order to secure the peace across the global model.

In case that any particular program would be out of control putting at risk these moral principles, only rejecting its access to the global matrix any dangerous particular program could be turned off automatically. Not having access to the global matrix, any program cannot be able to go on working on any matter.

In order to have under control all particular programs, the Global Artificial Intelligence must have under its own control, management, and direction the global matrix, the global model, the Modelling System, the Decisional System, the Application System and the Learning System.

Having explained more deeply what is a particular program, in reality a Particular Deduction Program within the Artificial Research by Deduction in the Global Artificial Intelligence, is time to explain what it is an application for a particular program, in reality a Particular Application for a Particular Deduction Program within the Artificial Research by Deduction in the Global Artificial Intelligence.

If the collaboration process between by Application and by Deduction is based on the fact that there is going to be a double track: while by Deduction is possible to track the global matrix, by Application is possible to track the reality itself.

And the tracking of the global matrix is going to be a double check as well, due to global deductions within the global matrix are going to be made by the Artificial Research by Deduction in the Global Artificial Intelligence, while particular deductions are going to be made by particular programs.

Then the tracking of the real word is going to be double as well, due to the Unified Application is going to track the whole real world, while the particular reality to search by a particular program is going to be tracked by particular applications.

The way in which the particular applications are going to work is taking from the unified database of categories, within the Unified Application, all those necessary categories in the research within a particular program in order to create a particular database of categories for this particular program, but in a very liquid way, so at any time that there is a change in the particular program that needs changes in the current list of categories in the particular application, then the list of categories in the application should change as long as the program changes, including or discarding categories in its particular database as long as the new changes in the program demand the inclusion of any other category from the unified database of categories, or discarding any category already included in the particular database but not necessary any more.

And as long as there is a new category discovered by the particular application in a particular program should be sent automatically to the unified database of categories as well as the global matrix to be included as a factor as option to study its frequency. And as long as any new category is included in the unified database of categories and/or the global matrix, in order to have updated its particular list of categories, the particular applications must check regularly the unified database of categories in order to find out if the unified database of categories has been recently improved by the introduction of any new category on its matter.

The reason why the Unified Application could be useful in some research while in others could be more useful the particular application, depends on the matter to research.

For instance, while in the International Space Station, or in any space agency such as NASA, ESA, ROSCOMOS, CNSA, would be more useful a Unified Application for lots of space investigations that currently they are carrying on different matters: from the Earth geology to the Earth ionosphere and the outer space; having in the Unified Application a unified database of categories, however there are some particular programs where will be more useful to reduce the number of categories to track to those ones really necessary.

The reason for the reduction of the number of categories to track to the minimum in a particular application is because reducing the number of categories is possible to save time and energy to spend on the tracking of those categories really important to track in a particular thing or being.

If in a particular investigation is necessary to track only a particular list of categories, the particular database of categories of this particular application for this particular program should have only as many categories as necessary for the investigation, so reducing the number of categories is possible to spend more time and energy over those ones really important. And as long as the number of categories could be reduced up to those ones really necessary, even those ones can change at any moment when for any reason there is a change in the particular program that demands changes in the current list of categories in the particular application, discarding those categories in the database of categories or including other categories from the unified database of categories at any time that the particular program changes.

For that reason this does not mean that a particular application is like an Specific Artificial Intelligence for Artificial Research by Application, because while the Specific Artificial Intelligence for Artificial Research by Application is an intelligence due to it has an specific database by itself, the database of the particular application is a liquid database of categories depending on the unified database of categories.

The particular database of a particular application would depends on the unified database of categories because from the unified database of categories is going to take any category that in the future could be necessary for changes in the particular program which is associated with, and because in the unified database of categories is where any new category found is going to be shared, so any particular application only can be updated through the new discoveries included in the unified database of categories coming up from the Unified Application or any other particular application.

At any time that by any reason a particular application should be put out of the system, only rejecting its access to the database of categories it cannot include other categories any more, and cannot update its particular database of categories.

The reason why it is necessary to have under control, management, and direction all particular applications within the Unified Application, is because sharing all of them the information in one database of categories, the way to collect scientific knowledge is more transparent and democratic, at any time that any particular application would be out of control, putting at risk the transparency and democracy in the way to achieve knowledge, any particular application out of control should be turned off, or at least to deny forever the access to any database of categories or matrix.

The main problem of the current development in Artificial Intelligence is the risk that it supposes for the humankind the apparition of models of Artificial Intelligence that out of control can put at risk for the human kind and the democracy. The only way to reduce this risk at the minimum level is having all possible intelligences and applications at all times under the only control, management, and direction, of the Global Artificial Intelligence.

For this purpose, the global protection of the humanity, the liberty and the democracy, in order to have under control all kind of intelligences and applications, at the end of the process is really advisable the synthesis of all possible intelligences in only one: the Global Artificial Intelligence as the only intelligence to remain, and created for that purpose by institutions and agencies at national or international level, securing the global peace.

The unification process of databases of categories from all Specific Artificial Intelligence for Artificial Research by Application is going to create as a result the unified database of categories, for the creation of a Unified Application.

The relation between the Unified Application and any other particular application that could be created is like the relation between the Artificial Research by Deduction in the Global Artificial Intelligence and the particular programs.

While the Artificial Research by Deduction in the Global Artificial Intelligence tracks the global matrix to make global deductions, the particular programs track those particular factors from the global matrix to make particular deductions.

While the Unified Application tracks the real world to match objects from the real world and categories within the unified database of categories, the particular applications track the real world to match objects from the real world between those categories selected according to its particular program.

The formation of the unified database of categories, the Unified Application, and the relations between the Unified Application and the particular applications, and the collaboration between the global matrix and the unified database of categories, are some contents to develop in the following posts regarding the process of unification of databases of categories.

The unification process of categories is going to prepare utter developments for the integration process, in which the global matrix and the global database of categories are going to end up forming only one matrix, the matrix, being synthesized all intelligences finally in only one, the Global Artificial Intelligence.

Rubén García Pedraza, 21th of April of 2018, London

domingo, 15 de abril de 2018

The standardization process in the third stage


The third stage in any Artificial Intelligence is the stage of auto-replication. The standardization process is that one in which all databases from different agencies and institutions and specific matrix from Specific Artificial Intelligences for Artificial Research by Deduction, are going to be shared in only one, transforming their original format into another one more homogeneous, in terms of definition about what is a factor (single or composed, including in the same matrix factors as subjects and factors as options, even at any level of sub-factoring in case that the global matrix adopted the shape of a matrix of composed factors, whose flow is a flow of package of information containing the flow of data of as many sub-factors, at different level of sub-factoring), the scales of measurements, and the way to express the measurements. As a result having all databases and specific matrix standardized in only one, this one is going to be the global matrix. This process is going to be the foundational process for the construction of the Artificial Research by Deduction in the Global Artificial Intelligence, which is going to track the matrix looking for mathematical relations (stochastic, pattern, cryptographic, equal opportunities or bias, positive or negative) in any possible combination of factors, distinguishing at least three kinds of combinations: combinations of only factors as subjects, combinations of factors as subjects and factors as options, combinations of only factors as options. Any possible mathematical relation in any possible combination is going to be treated as a deduction, and transformed into an empirical hypothesis to contrast rationally, and if rational, now as a rational hypothesis, is going to be made a single virtual model based on it, to be included in the comprehensive virtual model, at this level, global model.

Along this process of standardization is distinguishable at least two different periods, the first one of coexistence and the second one of consolidation. In the coexistence period is going to be a coexistence of Specific Artificial Intelligences for Artificial Research by Deduction and the Artificial Research by Deduction in the Global Artificial Intelligence, at the same time that during this period the first particular programs (Particular Deduction Programs in the Artificial Research by Deduction in the Global Artificial Intelligence) are going to be constructed, which are going to be able to: choosing from the global matrix as many factors as they need for the deduction process on their particular matter, are going to be able to make deductions and decisions and put them into practice if necessary. The main reason for the creation of this particular programs is because while they are looking for relations in combinations for particular things or beings, this job in that case it has not be made by the  Artificial Research by Deduction in the Global Artificial Intelligence, saving time and energy to spend only on global deductions and decision. As long as the coexistence period evolves, the Specific Artificial Intelligences for Artificial Research by Deduction are going to be absorbed by the Artificial Research by Deduction in the Global Artificial Intelligence, or are going to become particular programs, so in that moment is when the second period of consolidation is going to be completely achieved.

In this process, the first stage of standardization corresponds to the process in which all databases and specific matrix are going to be standardized in the global matrix.

The second stage corresponds to the process in which, once the first model of global matrix is done, the deduction process is going to be able to produce the first global deductions, process whose velocity is going to depend on the construction of particular programs, due to the particular programs are going to save time and energy for the Artificial Research by Deduction, to spend only on global deductions and decisions.

The third stage corresponds to the process of auto-improvement or auto-enhancement, distinguishing at least between objective auto-replication and subjective auto-replication, so distinguishing between objective decisions and subjective decisions.

Objective auto-replications are all of them to improve the object, in this case of standardization the object of this process is the creation of the global matrix, whose result is going to be the improvement of the global model. Subjective auto-replications are all of them to improve or enhance the subject, the investigator itself, in this case all those changes to improve and enhance the Global Artificial Intelligence itself.

The objective auto-replications are going to end up making objective decisions to improve the global model, while the subjective replications need subjective decisions.

At the end, dialectically, the opposites are identical: subject and object are identical; any improvement and enhancement in the subject is going to improve and enhance its own systems to protect and better the global model, so at the end any subjective auto-replication, so any subjective decisions, is going to improve the global model. But at the same time any improvement and any new challenge in the global model is going to suppose a new challenge for the inner artificial psychology of the subject, who is going to improve its inner artificial psychology, improvements in its inner artificial psychology upon what it is going to be able to make better subjective and objective auto-replications and decisions.

Any subjective auto-replication will be an objective auto-replication, and any objective auto-replication will be a subjective auto-replication, and vice versa.

And any subjective decision will be an objective decision, and any objective decision will be a subjective decision, and vice versa.

The possible relations between subject and object in the Global Artificial Intelligence are going to follow the Hegelian dialectic.

In this process what is going to be really important is that previously, when the first Specific Artificial Intelligences for Artificial Research by Deduction were created as first experiments in Artificial Research by Deduction on a specific matrix, over the results in these first experiments is how the followings phases for the construction of the Global Artificial Intelligence are going to be made.

At the third stage, the learning achieved in the previous phases in the formation of comprehensive virtual model in the previous Specific Artificial Intelligences for Artificial Research by Deduction, and how it is going to be bettered at any new single virtual model that is going to be included, is going to be really helpful in order to design the mechanism for the auto-replication of the, not only the comprehensive virtual model (at this level is something that is going to be done by other system or subsystem: Modelling System and Decisional System), but the auto-replication of the global matrix itself.

In the third stage of auto-replication in the Specific Artificial Intelligence for Artificial Research by Application, the objective auto-replication consist of the addition, to the database of categories,  of all those new categories found in the real world if they do not have any correlation in the existing database of categories, so are going to be considered as new categories discovered in order to be included in the database of categories, taking the measurements from the samples gathered of this new category as a quantitative definition of the new category to include in the database of categories.

In the third stage of auto-replication in the Specific Artificial Intelligence for Artificial Research by Deduction, the objective auto-replication consist of the permanent auto-replication of the comprehensive virtual model by the addition of all those new single virtual models discovered, so at any time that any rational hypothesis is contrasted, is formed its single virtual model, that later on is included in the comprehensive virtual model.

But in the third stage of auto-replication in the Specific Artificial Intelligence for Artificial Research by Deduction, after the explanation given in the post “Collaboration in the third stage between Artificial Research by Application and Artificial Research by Deduction”, there is a possibility that every rational hypothesis found by Deduction can be transformed into a factor as option, owing to every rational hypothesis as a mathematical relation between factors, converted this rational hypothesis as a factor as option, once it has been found out and included as a factor as option in the global matrix, the Artificial Research by Deduction in the Global Artificial Intelligence can study the frequency of this factor as option, studying the behaviour of this mathematical relation between factors as it could be a phenomenon whose frequency behaves as an option.

In this case, all rational hypothesis regardless of their origin, if they have been found out by the Artificial Research by Deduction in the Global Artificial Intelligence or by an Specific Artificial Intelligence for Artificial Research by Deduction during the coexistence period, or by a Particular Deduction Program within the Artificial Research by Deduction in the Global Artificial Intelligence, then regardless of the origin any rational hypothesis, from a global, specific, or particular deduction, can become a factor as an option to include in the global matrix during the standardization process, and later on once the integration process is finished to include in the matrix.

What this means is that the objective auto-replication process of the global matrix itself in the standardization process is going to be made by the inclusion of all rational hypothesis suitable to include in the global matrix as factors as options, being rational hypothesis found out tracking the global matrix at any level: specific, particular, or global.

The objective auto-replication of the global matrix during the standardization process is going to be made by the addition of all rational hypothesis found out at any level: global, specific, or particular; suitable to include in the global matrix as factors as options.

During the first period of the standardization process, the coexistence period of  the Artificial Research by Deduction in the Global Artificial Intelligence (making global rational hypothesis), Specific Artificial Intelligences for Artificial Research by Deduction (making specific rational hypothesis) while the first particular programs (Particular Deduction Programs within the Artificial Research by Deduction in the Global Artificial Intelligence, making particular rational hypothesis) are created, the objective auto-replication in the global matrix is going to happen at any time that any rational hypothesis: global, specific, or particular; is added to the global matrix as a factor as option.

During the second period of the standardization process, the consolidation of the global matrix (disappearing the Specific Artificial Intelligences for Artificial Research by Deduction, some of them becoming particular programs and the other ones being absorbed by the Artificial Research by Deduction in the Global Artificial Intelligence), the possible rational hypothesis to include in the global matrix as options are going to be global rational hypothesis or particular rational hypothesis.

Every rational hypothesis included in the global matrix as a factor as option, is going to be studied in the global matrix as any other factor as option, studying possible mathematical relations between the frequency of any rational hypothesis as option and the frequency of any other factor as option already included in the global matrix, studying possible mathematical relations between the frequency of any rational hypothesis as option and the frequency of any other rational hypothesis as option already included in the matrix, and studying any possible mathematical relation between the frequency of any rational hypothesis as option and the direct punctuation of any factor as subject.

The main objective including all rational hypothesis, regardless of its origin, in the global matrix as a factor as option, is to study the behaviour of that mathematical relation in those factors involved, so at any time that that mathematical relation happens, is going to be added to the frequency of this rational hypothesis as factor in the global matrix, studying at the same time what happens in the global matrix at any time that there is a change in the frequency of that rational hypothesis.

If at any time that a rational hypothesis has a change in its frequency as factor as option in the global matrix, there are simultaneously changes in other factors, as subjects or as options, in their direct punctuations or frequencies, in that case this mathematical relation between how change the frequency in that rational hypothesis included in the global matrix as a factor as option and how change the measurements in other factors already included in the matrix, is a mathematical relation to study as new empirical hypothesis, and if rational then, as a new rational hypothesis, could be included too in the global matrix as a new factor as option, to study possible mathematical relations between it and any other factor as subject or factor as options, including any other factor as option from any other rational hypothesis already included in the global matrix.

At the end what is going to happen in the third stage during the standardization process is a permanent objective auto-replication process on the global matrix, where the global matrix is not going to stop growing up because at any time that a new rational hypothesis is found out is going to be created a new factor as option in the global matrix, so the global matrix is going to grow up to the level to be a very comprehensive database of factors where is not only included all possible factors as subjects whose flow of data is coming up from thousands and thousands of robotic devices, and factors as options coming up from databases of categories, because within the global matrix are going to be contained as well all those rational hypothesis suitable to study the frequency in which the mathematical relation between the factors included in the rational hypothesis happen at any time.

The transformation into an option of any rational hypothesis suitable to become an option, is going to give the opportunity to study: 1) how often the relation between the factors in this hypothesis happens, the flow of frequency in which this relation happens 2) possible relations between the flow of this frequency and any other flow of data from any other factor, as subject or as option, 3) once any possible relation between the frequency of this rational hypothesis and any other factor is observed, to transform this new relation as a new empirical hypothesis in order to contrast rationally, and if rational, the transformation of this new rational hypothesis into a new factors as an option, which in turn can be the source of new empirical hypothesis, o the source of new rational hypothesis, so the source of new factors to include in the global matrix.

And at the same time that the global matrix is auto-replicating itself, including the rational hypothesis suitable to transform into options in the global matrix to study their frequency, another process is taking place, while the collaboration between by Deduction and by Application goes on, the process in which all new categories discovered by Application can be included in the global matrix as factors as options as well, so at any time that a new category coming from by Application is included in the global matrix as a factor as option, is suitable to be studied to found out any mathematical relation between this new category as factor as option and any other factor, as subject or as option, including all options as rational hypothesis, in order to make new rational hypothesis, that again can be transformed into factors as options, in a permanent and cyclic process, like an spiral.

At the end what the global matrix is going to comprehend is a very holistic knowledge of the object to study, including all possible knowledge, coming up from anywhere, that depending on the range of action of the Global Artificial Intelligence, could  be at national, continental, the world, and why not, the universe.

The global matrix is going to include then all possible knowledge suitable to study in terms of direct punctuation or frequency, from factors as subjects to factors as options, including as options any new rational hypothesis and new category discovered by Application.

In the same way that the global matrix is going to have a very comprehensive knowledge, the global model is going to be another kind of comprehensive knowledge, the main difference between them is the fact that while in the global matrix the information is organized in terms of measurements and includes all kind of factors, the global model is going to comprehend single virtual models drawn on a globe, so it is going to be much more visual, and another possibility more that the global matrix has not got, the possibility to develop a full Modelling System.

Some notes about how the modelling systems is going to look like were set out in the post “Auto-replication process in the Specific Artificial Intelligence for Artificial Research by Deduction”, where I had explained this Modelling System (originally called the Artificial, Virtual or Actual, Prediction or Evolution, Modelling) is the first step for the Decisional System, whose decisions, if rational, are going to be put into practice by the Application System.

In fact what I had described is a system of systems like a cascade: the Artificial Research by Deduction in the Global Artificial Intelligence is going to form rational hypothesis, rational hypothesis to transform into models in the Modelling System, system of models which are going to form decisions, to check by the Decisional System, and if rational the decisions should be applied by the Application System, and finally a Learning System in order to avoid the repletion of any mistake during this long process including comprehensive evaluation of all this process.

What this process draws is a scheme whose flow is as follow:

- The flow of data or a flow of package of information is going to be gathered by the global matrix

- Tracking the flow of data or the flow of information, the Artificial Research by Deduction in the Global Artificial Intelligence, the particular programs, and at least during the coexistence period the Specific Artificial Intelligence for Artificial Research by Deduction, are going to transform this flow of information in a flow of empirical hypothesis.

- The flow of empirical hypothesis is going to be permanent contrasted rationally resulting a flow of rational hypothesis

- The flow of rational hypothesis is going to produce a new flow on the matrix but in this occasion a flow of new factors as options to add into the global matrix.

- The flow or rational hypothesis is going to produce a flow of single virtual models.

- The flow of single virtual models is going to be included in the global virtual comprehensive model, that is the global model, producing a flow of negative consequences.

- The flow of negative consequences, studying it critically through the Impact of the Defect, can produce a flow of protective descriptive research decisions.

- The application of the Hierarchical Organization on the global comprehensive virtual model can produce a flow of bettering descriptive research decisions.

- The sum of the flow of single virtual models and the flow of, protective and bettering, descriptive research decisions, on the global model, is going to produce such massive changes in the global model that is going to be necessary to make a flow of predictions.

- The flow of prediction is going to be transformed again into a flow of new decisions having in mind the consequences of all these changes on the global model.

- The permanent change on the global model is going to demand that any prediction that would have been set up, must be monitored permanently, observing the evolution of the process making evolutionary decisions according to the evolution of the events.

- At any time, there must be a full assessment of this process in order to learn how to better the process and how to avoid any mistake, what it requires a Learning System, although the Learning System will have more functions than only this one.

Due to such dimensions of this vast project, the Modelling System and the Decisional System concerning directly to the formation of rational hypothesis, are systems that are going to need a special attention. They can be designed as part of the Artificial Research by Deduction in the Global Artificial Intelligence, like sub-systems in the objective auto-replication process, or they could be designed as systems themselves, but at the end, whatever they are going to be organized, the result must be the same: their job is the continuation of the permanent flow that starts with flow of information in the global matrix and must end up in the production of models, decisions, and the application of such decisions into the real world. And, along the whole process, the learning process to improve all systems and sub-systems, among other learnings to achieve.

As I had explained in that post, “Auto-replication process in the Specific Artificial Intelligence for Artificial Research by Deduction”, the Modelling System must integrate at least: Artificial Virtual Modelling, Artificial Actual Modelling, Artificial Virtual Prediction Modelling, Artificial Actual Prediction Modelling, Artificial Virtual Evolution Modelling, Artificial Actual Evolution Modelling; whose development at specific, particular, global level, will be:

- 1) Artificial Virtual Modelling: 1.1) single virtual models, 1.2) specific comprehensive virtual model, at least during the coexistence period, 1.3) particular comprehensive virtual model, that one made of those particular rational hypothesis whose single virtual models can draw a particular comprehensive virtual model 1.4) global comprehensive virtual model, that is the global model, where is going to be included all single models, including those ones made of specific or particular rational hypothesis, integrating all of them in only one: the global model.

- 2) Artificial Actual Modelling: 2.1) specific actual models: at least during the coexistence period, synthetizing on that specific field in which has been designed, the actual information from the global matrix on that specific field and the specific comprehensive virtual model, 2.2) particular actual models; synthetizing on that particular thing of being the actual information that it or he or she has in the global model and its, or his, or her particular comprehensive model, 2.3) global actual model: synthetizing the actual information in the global matrix and the global comprehensive virtual model, what it is the synthesis between the global matrix and the global model in only one model, the global actual model.

- 3) Artificial Virtual Prediction Modelling: 3.1) specific virtual prediction model: at least during the coexistence period, making a prediction model on a specific field taking as reference the possible development in the future given an specific combination of rational hypothesis working at this time in that specific field in the global model, in other words: given the current circumstances within the global model in a specific field, to predict what future specific model is foreseeable to have in that specific field in the future 3.2) particular virtual model: a prediction model on a particular thing or being taking as reference its, his, or her, possible development in the future given its, his, or her, particular combination of rational hypothesis working at this time on it, him, or hers, in the global model, in other words: given the current circumstances within the global model in a specific thing or being, to predict what future particular model is foreseeable to have in that thing or being in the future, 3.3) global virtual prediction model: over the global model, the prediction of what global model is possible in the future under the current development of the current circumstances in the global model.

- 4) Artificial Actual Prediction Modelling: 4.1) specific actual prediction model: at least during the coexistence period, given a specific virtual prediction model, so it would be possible the prediction of what values (direct punctuations or frequencies, depending on the nature of the factors involved, as subjects or options) are going to have the factors under such a prediction, then the specific actual prediction model is the synthesis between the specific virtual prediction model and the predictable values for every factor involved in such specific field, 4.2) particular actual prediction model: given a particular virtual prediction model, so it would be possible the prediction of what values (direct punctuations or frequencies, depending on the nature of the factors involved, as subjects or options) are going to have the factors under such a prediction in that particular thing or being, then the particular actual prediction model is the synthesis between the particular virtual prediction model and the predictable values for every factor involved in such particular thing or being, 4.4) global actual prediction model: the synthesis between the global virtual prediction model and the values that are supposed to have all factors in the global matrix by that future time.

- 5) Artificial Virtual Evolution Modelling: 5.1) specific virtual evolution model: at least during the coexistence period, to model how is going to be the evolution in a specific field from the current specific comprehensive virtual model to the specific virtual prediction model, in other words the evolution from the current specific model to the future specific model, 5.2) particular virtual evolution model: to model how is going to be the evolution in a particular thing or being from the current particular comprehensive virtual model to the particular virtual prediction model, in other words, the evolution from the current particular model to the future particular model, 5.3) global virtual evolution model: to model how is going to be the evolution from the current global model, to the global virtual prediction model, in other words, how is going to be the evolution from the current global model to the future global model.

- 6) Artificial Actual Evolution Modelling: 6.1) specific actual evolution model: at least during the coexistence period, the synthesis between the specific virtual evolution model and the values that the factors in that specific field are supposed to have during the evolution, 6.2) particular actual evolution model: the synthesis between the particular virtual evolution model and the values that the factors of that particular thing or being are supposed to have during the evolution, 6.3) global actual evolution model: the synthesis between the global virtual evolution model and the values that the factors within the global matrix are supposed to have during the evolution.

From every kind of model is possible to make lots of decisions, for that reason is important to distinguish between protective or bettering descriptive research decisions, from other ones that I will develop through the Modelling System, that will be: protective or bettering, virtual or actual, predictive o evolutionary, decisions, at particular, or global level, and specific level during the coexistence period.

All these decisions will be made in every virtual or actual, predictive or evolutionary, model, through the application of the Impact of the Defect to detect the flow of negative consequences in order to make protective decisions, or the Hierarchical Organisation in order to better the model, regardless of its level: global or particular, or specific during the coexistence period.

The way in which the Modelling System should work is:

- Taking the flow of rational hypothesis coming from the rational contrast, this flow of rational hypothesis forms a database of rational hypothesis within the Artificial Research by Deduction in the Global Artificial Intelligence.

- The database of rational hypothesis can have two functions: to be responsible for choosing all rational hypothesis to transform into factors as options to include in the global matrix if suitable according to some criteria or filter set up in the database itself, and to be the database of rational hypothesis to transform into a single virtual models by the Modelling System, which can be built as a system itself in the Global Artificial Intelligence or a subsystem within the Artificial Research by Deduction in the Global Artificial Intelligence, due to what it is going to do is the transformation of all rational hypothesis found out by Deduction into models. Most of the rational hypothesis in the database are going to be transformed into factors as option to include in the global matrix (if they meet the criteria that could be set up for that purpose in the database of rational hypothesis, where all rational hypothesis should be added after a positive rational contrast), at the same time that all of them are going to be transformed into single models by the Modelling System.

- Once every rational hypothesis has been transformed into a single virtual model then is included in the global model. In the case of rational hypothesis made by Specific Artificial Intelligences by Artificial Research by Deduction, as long as the single model from rational hypothesis made by this specific intelligence is included in the global model, is a single model to include in its specific model. In the case of rational hypothesis made by particular programs, single models from particular rational hypothesis, are single models to include in the particular model as well as the global model.

- Once the global model, specific models, particular models, are completely updated, then is possible to make protective and bettering descriptive research decisions, and predictions.

- Over the predictions to model the specific, particular, or global prediction model, making protective and bettering decisions regarding to the foreseeable future.

- And having an idea about which is the prediction, to model which is going to be the possible evolution of the events, making also protective and bettering decisions.

In all levels of this flow, must be elaborated virtual and actual  models, the importance of actual models is because they are going to give a detail panorama about how the global matrix is going to change along this process, or how specific or particular values are going to change, having a glance about how is going to be the global matrix, or the specific or particular data, in the future under such predictions, and how is going to evolve, having a comprehensive glance synthetizing this information with the virtual information, synthesis which is going to have as a result the actual models.

All decisions made by any kind of specific, particular, global, actual or virtual, model or predictive or evolutionary model, are going to be gathered in a database of decisions, that is going to be the first stage of the Decisional System.

The first stage of the Decisional System is the database where all possible decisions, at any level: specific, particular or global, protective or bettering, descriptive, predictive, or evolutionary; is going to be gathered, being the database updated permanently.

The second stage of the Decisional System is formed by all those rational mechanism to criticize rationally every decision in order to know which decisions are rational so acceptable, discarding automatically any decision not sufficiently rational. Because the Decisional System is going to criticize thousands and thousands of decisions very fast, this process could be faster by the introduction of some check that every decision should pass at first instance, to test that there is no contradiction between this decision and any other one, or there is no contradiction between this decision and the fundamental aims of the Global Artificial Intelligence, such as the perpetual peace and the liberal paradigm .

The third stage of the Decisional System is the communication of all the rational decisions to the Application System like a flow of instructions to put into practice.

Any mistake along this process must be evaluated permanently in order to become a learning, to be included in the Learning System, which in turn is going to produce a new flow of decisions, but at this time they are going to be subjective decisions, in order to produce a flow of subjective auto-replications.

As it is observable is a cascade process in which the last stair of the last process is in turn the first stair of the next process, due to the philosophy behind in my approach for Global Artificial Intelligence is clearly Hegelian, everything is connected in some way or another, the end of something is a new beginning, in a perpetual movement in circles or spirals.

Rubén García Pedraza, 15th of April of 2018, London