Automatic development of computer software

A method for automatically developing computer software according to a specified performance of an entity selected from the group consisting of the computer software, a task for developing or using the computer software, a processor, an automation system, and a living or non-living object selected from the group consisting of human, animal, plant, bacteria, instrument, equipment, machine, and factory to which the computer software is designed to apply, the computer software being automatically developed to minimize human software development, the specified performance being pre-specified by a human or machine automation manager prior to the computer software development, and the computer software generated by the computerized automatic development being used as the automation manager desires, the method comprising the steps of:

• computer-generating a knowledge base associated with the computer software;
• instantly computer-coding the computer-generated knowledge base into the computer software;
• saving the developed computer software into a software storage device;
• and
• using the automatically developed computer software as directed by the automation manager;
• the computer-generating, computer-coding, and saving steps being all performed in real time so that the computer software is developed in real time;
• wherein the computer-generating step includes the steps of:
• computer-planning at least one computerized, self-improving or self-optimizing experiment on a plurality of selected control variables associated with the computer software;
• computer-executing the computer-planned experiment;
• computer-analyzing in real time results of the computer-planned and computer-executed experiment to determine and to set a combination of the control variables which improves or optimizes the specified performance using predetermined optimizing criteria;
• and;
• performing the at least one self-improving or self-optimizing experiment on the plurality of the selected control variables, with real-time continuous feedback to supply design data, when needed, for immediate computer-replanning, computer-reexecution, and computer-reanalyzing to achieve closed-loop feedback control;
• and
• wherein the at least one self-improving or self-optimizing experiment is performed on the very particular entity to be optimized;
• the entity is a computer having a plurality of electronic components for the operation of the computer software;
• the specified performance is an operational performance of the computer software when run on the computer under predetermined conditions, and is associated with the efficiency of the computer operating with the computer software in response to predetermined instructions;
• and
• the control variables are associated with an operating status of a selected set of the electronic components on the computer.

A method for automatically developing computer software according to a specified performance of an entity selected from the group consisting of the computer software, a task for developing or using the computer software, a processor, an automation system, and a living or non-living object selected from the group consisting of human, animal, plant, bacteria, instrument, equipment, machine, and factory to which the computer software is designed to apply, the computer software being automatically developed to minimize human software development, the specified performance being pre-specified by a human or machine automation manager prior to the computer software development, and the computer software generated by the computerized automatic development being used as the automation manager desires, the method comprising the steps of:

• computer-generating a knowledge base associated with the computer software;
• instantly computer-coding the computer-generated knowledge base into the computer software;
• saving the developed computer software into a software storage device;
• and
• using the automatically developed computer software as directed by the automation manager;
• the computer-generating, computer-coding, and saving steps being all performed in real time so that the computer software is developed in real time;
• wherein the computer-generating step includes the steps of:
• computer-planning at least one computerized, self-improving or self-optimizing experiment on a plurality of selected control variables associated with the computer software;
• computer-executing the computer-planned experiment;
• employing sensors in the at least one computer-planned and computer-executed experiment to sense a plurality of a performance data of the entity;
• employing actuators in the at least one computer-planned and computer-executed experiment to actuate a plurality of actuatable entities associated with the specified performance;
• computer-analyzing, in real-time, results of the computer-planned and computer-executed experiment to determine and to set a combination of the control variables which improves or optimizes the specified performance using predetermined optimizing criteria;
• and
• performing the at least one self-improving or self-optimizing experiment on the plurality of the selected control variables, with real-time continuous feedback to supply design data, when needed, for immediate computer-replanning, computer-reexecution, and computer-reanalyzing to achieve closed-loop feedback control;
• and
• wherein the at least one self-improving or self-optimizing experiment is performed on the very particular entity to be optimized;
• and
• further comprising the steps of:
• employing sensors in the computer-planned and computer-executed experiments to sense a plurality of vehicular characteristics and operational data;
• and
• employing actuators in the computer-planned and computer-executed experiments to actuate a plurality of actuatable entities on a transportation vehicle and associated with the specified performance;
• wherein the entity is the transportation vehicle to be improved or optimally controlled;
• the specified performance is associated with at least one of the vehicular operating characteristics and operational data;
• and
• the control variables are selected from the group consisting of design variables, material and parts variables, equipment variables, procedure variables, and environmental variables.

A method for automatically developing computer software according to a specified performance of an entity selected from the group consisting of the computer software, a task for developing or using the computer software, a processor, an automation system, and a living or non-living object selected from the group consisting of human, animal, plant, bacteria, instrument, equipment, machine, and factory to which the computer software is designed to apply, the computer software being automatically developed to minimize human software development, the specified performance being pre-specified by a human or machine automation manager prior to the computer software development, and the computer software generated by the computerized automatic development being used as the automation manager desires, the method comprising the steps of:

• computer-generating a knowledge base associated with the computer software;
• instantly computer-coding the computer-generated knowledge base into the computer software;
• saving the developed computer software into a software storage device;
• and
• using the automatically developed computer software as directed by the automation manager;
• the computer-generating, computer-coding, and saving steps being all performed in real time so that the computer software is developed in real time;
• wherein the computer-generating step includes the steps of:
• computer-planning at least one computerized, self-improving or self-optimizing experiment on a plurality of selected control variables associated with the computer software;
• computer-executing the computer-planned experiment;
• performing the at least one self-improving or self-optimizing experiment on the plurality of the selected control variables, with real-time continuous feedback to supply design data, when needed, for immediate computer-replanning, computer-reexecution, and computer-reanalyzing to achieve closed-loop feedback control;
• and
• wherein the at least one self-improving or self-optimizing experiment is performed on the very particular entity to be optimized;
• and wherein:
• the computer software is used to actively suppress noise or vibration from at least one noise or vibration generator;
• the specified performance is associated with total combined noises or vibrations at a designated receiving point;
• the selected control variables include a plurality of acoustic control variables selected from the group consisting of design variables, material and parts variables, equipment variables, procedure variables, and environmental variables;
• and
• the computer-planned and computer-executed experiments repeatedly determine and set the respective optimal variable combinations which, at respective time instants, produce the total combined noises or vibrations which minimize the noises and vibrations to be actively suppressed.

A machine for automatically developing computer software according to a specified performance of an entity selected from the group consisting of the computer software, a task for developing or using the computer software, an automation system, and a living or non-living object selected from the group consisting of human, animal, plant, bacteria, instrument, equipment, machine, and factory onto which the computer software is designed to apply, the computer software being automatically developed to minimize human software development, the specified performance being pre-specified by a human or machine automation manager prior to the computer software development, and the computer software being used by the automation manager after the computerized automatic development is performed, the machine comprising:

• a computer processor for computer-generating a knowledge base associated with the computer software;
• a coding device for instantly computer-coding the computer-generated knowledge base into the computer software;
• a storage device for saving the developed computer software in a memory;
• and
• a processor for using the automatically developed computer software under the control of the automation manager;
• wherein the computer processor, the coding device, storage device, and processor all operate in real-time so that the computer software is developed in real-time;
• wherein the computer processor includes:
• an electronic computer for computer-planning at least one computerized, self-improving or self-optimizing experiment on a plurality of selected control variables associated with the computer software;
• an executing device for computer-executing the computer-planned experiment;
• an electronic analyzer for computer-analyzing, in real-time, results of the computer-planned and computer-executed experiment to determine and to set a combination of the control variables which improves or optimizes the specified performance;
• electronic means for performing at least one self-improving or self-optimizing experiment on the plurality of the selected control variables, with real-time continuous feedback to supply design data, when needed, for immediate computer-replanning, computer-reexecution, computer-reanalyzing, and re-performing to achieve closed loop automatic feedback control;
• and
• wherein the self-improving or self-optimizing experiment is performed on the particular entity to be optimized;
• and further comprising:
• sensors employed in the computer-planned and computer-executed experiments to sense a plurality of vehicular operational data;
• and
• actuators employed in the computer-planned and computer-executed experiments to actuate a plurality of actuatable entities on the vehicle and associated with the specified performance;
• and wherein:
• the entity is the transportation vehicle to be optimally controlled;
• the specified performance is associated with a vehicular operating characteristic;
• and
• the control variables are selected from the group consisting of design variables, material and parts variables, equipment variables, procedure variables, and environmental variables.

A machine for automatically developing computer software according to a specified performance of an entity selected from the group consisting of the computer software, a task for developing or using the computer software, an automation system, and a living or non-living object selected from the group consisting of human, animal, plant, bacteria, instrument, equipment, machine, and factory onto which the computer software is designed to apply, the computer software being automatically developed to minimize human software development, the specified performance being pre-specified by a human or machine automation manager prior to the computer software development, and the computer software being used by the automation manager after the computerized automatic development is performed, the machine comprising:

• a computer processor, for computer-generating a knowledge base associated with the computer software;
• a coding device for instantly computer-coding the computer-generated knowledge base into the computer software;
• a storage device for saving the developed computer software in a memory;
• and
• a processor for using the automatically developed computer software under the control of the automation manager;
• wherein the computer processor, the coding device, storage device, and processor all operate in real-time so that the computer software is developed in real-time;
• wherein the computer processor, includes:
• an electronic computer for computer-planning at least one computerized, self-improving or self-optimizing experiment on a plurality of selected control variables associated with the computer software;
• an executing device for computer-executing the computer-planned experiment;
• an electronic analyzer for computer-analyzing in real-time results of the computer-planned and computer-executed experiment to determine and to set a combination of the control variables which improves or optimizes the specified performance;
• electronic means for performing the at least one self-improving or self-optimizing experiment on the plurality of the selected control variables, with real-time continuous feedback to supply design data, when needed, for immediate computer-replanning, computer-reexecution, computer-reanalyzing, and re-performing to achieve closed-loop feedback control;
• and
• wherein the self-improving or self-optimizing is performed on the particular entity to be optimized;
• and wherein the entity is a computer including a plurality of electronic components for the operation of the computer software;
• the specified performance is an operational performance of the computer software when run on the computer under predetermined conditions, and is associated with the efficiency of the computer operating with the computer software in response to predetermined instructions;
• and
• the control variables are associated with an operating status of the computer.

A machine for automatically developing computer software according to a specified performance of an entity selected from the group consisting of the computer software, a task for developing or using the computer software, an automation system, and a living or non-living object selected from the group consisting of human, animal, plant, bacteria, instrument, equipment, machine, and factory onto which the computer software is designed to apply, the computer software being automatically developed to minimize human software development, the specified performance being pre-specified by a human or machine automation manager prior to the computer software development, and the computer software being used by the automation manager after the computerized automatic development is performed, the machine comprising:

• a computer processor for computer-generating a knowledge base associated with the computer software;
• a coding device for instantly computer-coding the computer-generated knowledge base into the computer software;
• a storage device for saving the developed computer software in a memory;
• and
• a processor for using the automatically developed computer software under the control of the automation manager;
• wherein the computer processor, the coding device, storage device, and processor all operate in real-time so that the computer software is developed in real-time;
• wherein the computer processor includes:
• an electronic computer for computer-planning at least one computerized, self-improving or self-optimizing experiment on a plurality of selected control variables associated with the computer software;
• an executing device for computer-executing the computer-planned experiment;
• an electronic analyzer for computer-analyzing, in real-time, results of the computer-planned and computer-executed experiment to determine and to set a combination of the control variables which improves or optimizes the specified performance;
• electronic means for performing at least one self-improving or self-optimizing experiment on the plurality of the selected control variables, with real-time continuous feedback to supply design data, when needed, for immediate computer-replanning, computer-reexecution, computer-reanalyzing, and re-performing;
• and
• wherein the self-improving or self-optimizing is performed on the particular entity to be optimized;
• and further comprising:
• sensors employed in the computer-planned and computer-executed experiments to sense a plurality of data on the specified performance of the entity;
• and
• actuators employed in the computer-planned and computer-executed experiments to actuate a plurality of actuatable entities on the entity and associated with the specified performance;
• and wherein:
• the specified performance is associated with an operating characteristic of the entity;
• and
• the control variables are selected from the group consisting of design variables, material and parts variables, equipment variables, procedure variables, and environmental variables.

A machine for automatically developing computer software according to a specified performance of an entity selected from the group consisting of the computer software, a task for developing or using the computer software, an automation system, and a living or non-living object selected from the group consisting of human, animal, plant, bacteria, instrument, equipment, machine, and factory onto which the computer software is designed to apply, the computer software being automatically developed to minimize human software development, the specified performance being pre-specified by a human or machine automation manager prior to the computer software development, and the computer software being used by the automation manager after the computerized automatic development is performed, the machine comprising:

• a computer processor for computer-generating a knowledge base associated with the computer software;
• a coding device for instantly computer-coding the computer-generated knowledge base into the computer software;
• a storage device for saving the developed computer software in a memory;
• and
• a processor for using the automatically developed computer software under the control of the automation manager;
• wherein the computer processor, the coding device, storage device, and processor all operate in real-time so that the computer software is developed in real-time;
• wherein the computer processor includes:
• an electronic computer for computer-planning at least one computerized, self-improving or self-optimizing experiment on a plurality of selected control variables associated with the computer software;
• an executing device for computer-executing the computer-planned experiment;
• an electronic analyzer for computer-analyzing, in real-time, results of the computer-planned and computer-executed experiment to determine and to set a combination of the control variables which improves or optimizes the specified performance;
• electronic means for performing at least one self-improving or self-optimizing experiment on the plurality of the selected control variables, with real-time continuous feedback to supply design data, when needed for immediate computer-replanning, computer-reexecution, computer-reanalyzing, and re-performing to achieve closed-loop feedback control;
• and
• wherein the self-improving or self-optimizing is performed on the particular entity to be optimized;
• and wherein
• the computer software is used to actively suppress noise and/or vibrations from at least one noise and/or vibration generator;
• the specified performance is associated with total combined noises or vibrations received from the at least one generator at a designated receiving point;
• the selected control variables include a plurality of acoustic control variables selected from the group consisting of design variables, material and parts variables, equipment variables, procedure variables, and environmental variables;
• and
• the computer-planned and computer-executed experiments repeatedly determine the respective optimal variable combinations which, at respective time instants, minimize the total combined noises or vibrations to be actively suppressed.

A machine for automatically developing computer software according to a specified performance of an entity selected from the group consisting of the computer software, a task for developing or using the computer software, an automation system, and a living or non-living object selected from the group consisting of human, animal, plant, bacteria, instrument, equipment, machine, and factory onto which the computer software is designed to apply, the computer software being automatically developed to minimize human software development, the specified performance being pre-specified by a human or machine automation manager prior to the computer software development, and the computer software being used by the automation manager after the computerized automatic developed is performed, the machine comprising:

• processor means for:
• a) computer-generating a knowledge base associated with the computer software;
• b) instantly computer-coding the computer-generated knowledge base into the computer software;
• c) saving the developed computer software in a memory;
• and
• d) using the automatically developed computer software as directed by the automation manager;
• wherein the processor means performs the steps of computer-generating, computer-coding, saving, and using the automatically developed software in real-time so that the computer software is developed in real-time;
• wherein the processor means for computer-generating the knowledge base includes electronic means for:
• 1) computer-planning at least one computerized, self-optimizing experiment on a plurality of selected control variables associated with the computer software;
• 2) computer-executing the computer-planned experiment;
• 3) computer-analyzing in real-time results of the computer-planned and computer-executed experiment to determine and to set a combination of the control variables which improves or optimizes the specified performance using a predetermined optimizing criterion;
• and
• 4) performing at least one self-optimizing experiment on the plurality of the selected control variables, with real-time continuous feedback to supply design data, when needed, for immediate computer-replanning, computer-reexecution, computer-reanalyzing, and re-performing to achieve closed-loop feedback control;
• and wherein:
• the self-optimizing experiment is performed on the particular entity to be optimized;
• and further comprising:
• sensors employed in the computer-planned and computer-executed experiments to sense a plurality of vehicular operational data on the controlled variables;
• and
• actuators employed in the computer-planned and computer-executed experiments to actuate a plurality of actuatable entities on the vehicle and associated with the specified performance.

A method for automatically developing computer software for a mental activity of a human subject selected from the group consisting of creating, imagining, thinking, inventing, hypothesizing, and innovating;

• wherein the computer software is optimized according to a specified performance of the human mental activity, and is automatically developed to minimize human software development;
• the specified performance being pre-specified prior to the computer software development by a human or machine automation manager, the computer software being used by the automation manager after the computerized automatic development is performed, the method comprising the steps of:
• selecting a plurality of control variables which affect the human activity;
• performing computerized automatic research-and-development on the specific performance affected by the plurality of selected control variables;
• employing at least one biofeedback monitor to sense at least one specified performance of the human mental activity;
• computer-generating a knowledge base associated with the human activity;
• instantly computer-coding the computer-generated knowledge base to thereby develop the computer software;
• and
• using the automatically developed computer software as directed by the automation manager;
• and
• saving the developed computer software in a software storage device;
• wherein the computer-generating, computer-coding, and saving steps are all performed in real-time so that the computer software is developed in real-time;
• and
• wherein the computer-generating step includes the steps of:
• computer-planning the at least one computerized, self-improving or self-optimizing experiment on a plurality of selected control variables;
• computer-executing the at least one computer-planned experiment;
• computer-analyzing, in real-time, the results of the computer-planned and computer-executed experiment for determining and setting a combination of the control variables which improves or optimizes the specified performance using predetermined optimizing criteria;
• and
• performing at least one self-improving or self-optimizing experiment on the plurality of the selected control variables, with real-time continuous feedback to supply design data, when needed, for immediate computer-replanning, computer-reexecution, and computer-reanalyzing to achieve closed-loop feedback control.

A method for automatically optimizing a mental activity of a human subject according to a specified performance, the mental activity being selected from the group consisting of creating, inventing, imagining, thinking, hypothesizing, and innovating, with the specified performance being pre-specified prior to the mental activity optimization by a human or machine automation manager and the optimal mental activity development being performed under the control of the automation manager, the method comprising the steps of:

• selecting a plurality of control variables which affect the specified mental activity of the human subject;
• applying a biofeedback monitor for sensing at least one specified performance of the human mental activity;
• performing computerized automatic research-and-development on the specific performance as affected by the plurality of the selected control variables;
• employing at least one actuator to actuate at least one actuatable entity in the step of performing the automatic research-and-development;
• computer-generating a knowledge base associated with the human activity;
• and
• using the automatically developed computer software under the control of the automation manager.

A method for automatically developing computer software according to a specified performance of an entity to be optimized comprising:

• performing on the particular entity a plurality of self-improving or self-optimizing experiments on a plurality of selected control variables, with real-time continuous feedback to supply design data for immediate computer-replanning, computer-reexecution, and computer-reanalyzing;
• wherein
• the entity is a computer having a plurality of electronic components for the operation of the computer software;
• the specified performance is an operational performance of the computer software when run on the computer under predetermined conditions, and is associated with the efficiency of the computer operating with the computer software in response to predetermined instructions;
• and
• the control variables are associated with an operating status of the computer.

A machine for automatically developing computer software according to a specified performance of an entity to be improved or optimized, the machine comprising:

• electronic means for performing on the particular entity to be optimized at least one self-improving or self-optimizing experiment on a plurality of selected control variables;
• and
• feedback means for performing real-time continuous feedback to supply design data, when needed, to the electronic means for immediate computer-replanning, computer-reexecution, and computer-reanalyzing to achieve closed loop feedback control;
• and wherein:
• the entity is an automation system for planning and executing the self-improving or self-optimizing experiment for sending the experimental results to a first computer to predict what processing steps are to be taken, and for determining and setting the control variables to a combination corresponding to an optimal result of the automation system.

A method for automatically developing computer software according to a specified performance of an entity to be optimized, the method comprising:

• performing, on the particular entity to be improved or optimized, a first computerized automatic research-and-development (R&D) experiment;
• actuating in the first computerized automatic R&D experiment a plurality of actuatable entities associated with the specified performance;
• sensing in the first computerized automatic R&D experiment to produce first automatic R&D test results;
• computer-analyzing, in real time, the computer-produced first automatic R&D test results to generate a first computer-generated knowledge base;
• computer-coding the first computer-generated knowledge base into a first computer-developed software;
• and
• causing the first computer-developed software to self-learn through a computerized automatic feedback R&D process to provide a second computer-generated knowledge base and to computer-develop a second computer-developed software;
• and
• using the second computer-developed software on an entity under the control of the automation manager.

A machine for automatically developing computer software according to a specified performance of an entity selected from the group consisting of:

• the computer software;
• a task for developing or using the computer software;
• an automation system;
• a living or non-living object selected from the group consisting of human, animal, plant, bacteria, instrument, equipment, and
• a machine or factory onto which the computer software is designed to apply;
• the computer software being automatically developed to minimize human software development, the specified performance being pre-specified by a human or machine automation manager prior to the computer software development, and the developed computer software being used by the automation manager after the computerized automatic development is performed, the machine comprising:
• means for performing, on the particular entity to be improved or optimized, a first computerized automatic research-and-development (R&D) experiment;
• means for actuating in the first computerized automatic R&D experiment a plurality of actuatable entities associated with the specified performance;
• means for sensing in the first computerized automatic R&D experiment to produce first automatic R&D test results;
• means for computer-analyzing, in real time, the computer-produced first automatic R&D test results to generate a first computer-generated knowledge base;
• means for computer-coding the first computer-generated knowledge base into a first computer-developed software;
• and
• means for causing the first computer-developed software to self-learn through a computerized automatic feedback R&D process to provide a second computer-generated knowledge base and to thereby computer-develop a second computer-developed software;
• and
• means for using the second computer-developed software for improving or optimizing the performance of the entity under the control of the automation manager.

A method for automatically developing computer software according to a specified performance of an entity selected from the group consisting of the computer software, a task for developing or using the computer software, a processor, an automation system, and a living or non-living object selected from the group consisting of human, animal, plant, bacteria, instrument, equipment, machine, and factory to which the computer software is designed to apply, the computer software being automatically developed to minimize human software development, the specified performance being pre-specified by a human or machine automation manager prior to the computer software development, and the computer software generated by the computerized automatic development being used as the automation manager desires, the method comprising the steps of:

• computer-generating a knowledge base associated with the computer software;
• instantly computer-coding the computer-generated knowledge base into the computer software;
• saving the developed computer software into a software storage device;
• and
• using the automatically developed computer software as directed by the automation manager;
• the computer-generating, computer-coding, and saving steps being all performed in real time so that the computer software is developed in real time;
• wherein the computer-generating step includes the steps of:
• computer-planning at least one computerized, self-improving or self-optimizing experiment on a plurality of selected control variables associated with the computer software;
• computer-executing the computer-planned experiment;
• employing sensors in the at least one computer-planned and computer-executed experiment to sense a plurality of a performance data of the entity;
• employing actuators in the at least one computer-planned and computer-executed experiment to actuate a plurality of actuatable entities associated with the specified performance;
• computer-analyzing, in real time, results of the computer-planned and computer-executed experiment to determine and to set a combination of the control variables which improves or optimizes the specified performance using predetermined optimizing criteria;
• and
• performing the at least one closed-loop self-improving or self-optimizing experiment on the plurality of the selected control variables, with real-time continuous feedback to supply design data for immediate computer-replanning, computer-reexecution, and computer-reanalyzing;
• and
• wherein the at least one self-improving or self-optimizing experiment is performed on the very particular entity to be optimized.

A method for automatically developing computer software according to a specified performance of an entity selected from the group consisting of the computer software, a task for developing or using the computer software, an automation system, and a living or non-living object selected from the group consisting of human, animal, plant, bacteria, instrument, equipment, machine, and factory to which the computer software is designed to apply, the computer software being automatically developed to minimize human software development, the specified performance being pre-specified by a human or machine automation manager prior to the computer software development, and the computer software generated by the computerized automatic development being used as the automation manager desires, the method comprising the steps of:

• computer-generating, in real-time, a timely, reliable, and substantially error-free knowledge base associated with the computer software;
• instantly computer-coding the computer-generated knowledge base into the computer software;
• saving the developed computer software into a software storage device;
• and
• using the automatically developed computer software as directed by the automation manager;
• the computer-generating, computer-coding, and saving steps being all performed in real time and without human guidance or intervention, to avoid humans in the automation loop whereby the computer software is automatically developed in real time;
• and
• including computer-executing at least one computer-planned self-improving or self optimizing factorial experiment, which is no more than sixteenth fractionally replicated;
• employing sensors in the at least one computer-planned experiment to sense a plurality of operational data of tested variables;
• and
• employing actuators in the at least one computer-planned experiment to actuate a plurality of actuatable entities associated with the tested variables.

A machine for automatically developing computer software according to a specified performance of an entity selected from the group consisting of the computer software, a task for developing or using the computer software, an automation system, and a living or non-living object selected from the group consisting of human, animal, plant, bacteria, instrument, equipment, machine, and factory to which the computer software is designed to apply, the computer software being automatically developed to minimize human software development, the specified performance being pre-specified by a human or machine automation manager prior to the computer software development, and the computer software generated by the computerized automatic development being used as the automation manager desires, wherein said machine comprises:

• means for computer-generating, in real-time, a timely, reliable, and substantially error-free knowledge base associated with the computer software;
• means for instantly computer-coding the computer-generated knowledge base into the computer software;
• means for saving the developed computer software into a software storage device;
• and
• means for using the automatically developed computer software as directed by the automation manager;
• the computer-generating, computer-coding, and saving steps being all performed in real time and without human guidance or intervention, to avoid humans in the automation loop whereby the computer software is automatically developed in real time;
• and
• including means for computer-executing at least one computer-planned self-improving or self optimizing factorial experiment, which is no more than sixteenth fractionally replicated;
• and
• wherein said machine employs sensors in the at least one computer-planned experiment to sense a plurality of specified performance data of the entity;
• and
• said machine employs actuators in the at least one computer-planned experiment to actuate a plurality of actuatable entities associated with the tested variables.