Java Refactoring Reviews on a final project

 text-based adventure game : haunted escape room

The code structure was loosely coupled, too much, that my interface designs didn't make sense for how the data was being moved, manipulated, or implemented. I think binding was also an issue with race issues when dialog and user input with types of streams (reader, writer, static, scanner) that also interfered with exception handles for initial preference. Isolating the IOException calls became isolated and the stream began to run dry in certain places that I could not continue without following an object physically. 

The print out also was not a feature I came across or had asked but wished I had: Printing out the words at a controlled pace. The printout was much too fast and it left me enhancing a delay dots method I created to ensure drama when printing in intervals. It did some of the job but not to the extent of which it could have improved. 

Reviewing this, I loved using the logger for the level calls it made, for whatever we needed it for. Reviewing the text-based style, the dialog path making and options isolated the user to specific rooms, because they had to be solved or some type of task was required in order to move on. Which helped with pushing the progress of object through each task, but I believe I should have used the User class more to help with this UX feel. 

Improvements are list-worthy as I write a short blog post on my current progress academically and as a developer in learning environments. The java project was not a fully working success with each developer integration, refactoring completion, or fully functional project at the final check point, but that was not the expectations we had. It was the experience and technical components from the course material that were most relevant and included its checklist throughout the course to create that sense of project management. That part the group could have worked on more, overall, it lacked communication with diagrams, planning, and task procedures for skillsets - we basically took our task of one room and created what we did. It was not a bad working experience, I actually loved it, but for the overall effect of getting experience working in group or team atmosphere with code, I feel we could have been more effective with that time and level of developer interaction to build formal skills for work place environments. Especially with global recruitment and specialization for areas in places that can be culturally different (something I learned in my virtual study abroad course with Ireland). How these are put in effect to produce the software developer in a global effort to hoist technological business, trade, exploration can benefit the lives of many is a wonderful thing...

This was just a small note on the finalization of my software developer program with my local technical college as an underrepresented student. 

__Mischief

Java Study Notes

Grab a couple of Java notes and see what we can do with them..

This is separate research on the highlighted link topic. Inclusions may be elaborated within. These are pdf format and involve citations at the end of the document. This serves more for a purpose for me - in reviewing java notes for separate reading topics. 

Most of this does not involve any code - I store those in VSCode, Eclipse, intelliJ (later after this course I might attempt intelliJ IDE since I should be able to afford its subscription for features and full impact of its potential to save me time - something I struggle with as a developer). 

Java Basics 

Java Data Types with Saurav

Java JetBrains Coursework Notes

Java GUIs with FX Research & Troubleshooting Notes

Extra: Java String Classes (StringBuilder & String) & HashCode

So far, Java Programming Part 1, I have encountered errors with extensions and marketplace downloads with FX. I have another pdf below for these notes and thought processes - which help with troubleshooting as I continued on my journey - which turned into some mild Maven knowledge enhancements, new to me for options. 

But, I did eventually figure out the wizards on download and prefer those instead. So, I am working with troubleshooting this so I can continue with the FX that I had initially planned on using - and it is progressing, slowly. 

If not, I am resorting to Swing and AWT. 

Anyways, these are my updates with reading about Java over my break, doing part-time jobs as I struggle through my college days as an adult parent. How awesome is this? I just want to reflect on the teen parents out there, struggling, and not advancing for being exhausted up to this point. Stop after one kid and literally enjoy life. Every adventure, strain, everything - and remember those moments when you want to quit or give up, because there are times when this gets so frustrating - you know this is the life right here. No babysitter, no extra complaining, no kid drama at all since they are an adult now! Set yourself up for this moment, before grandparenting, and really enjoy improving yourself. I never planned on this and so thankful for it to have arrived at a time in adulthood when you are still figuring out life. It has changed so fast, you have to try to keep up. 

Thanks for everything!

__Mischief

Citations

1. Gupta, Mala. OCA Java SE 8 Programmer I Certification Guide. Simon and Schuster, 9 Sept. 2016.
2. Dennis, Alan, et al. Systems Analysis and Design. Hoboken, Nj, Wiley, 2021.
3. Sau, Saurav. Java Programming for Beginners. Saurav Sau.

Extra Links:

Abstraction with Abstract Methods | Web Article

Java Abstract Class | Web Article

Dear Senator, We Need A Water Crises!

 Water Crises Washes Along the Shores of the Great Lakes

    The onslaught has continued with the germ appeal, waste management, over-consumption, and reality of top-tier living in America - the water crises consumes us all. Let's take a look at some of the highlights that Covid-19 preventative measures have been able to save us all as of recently and utilize these protocol creating moments to prevent a water crises by living one now. 

    In the future, when population is booming, the affordable housing unit lines the shores, and the best place of dream living is in abundance of deserving, tax paying, Americans. Another epidemic washes the shores and this time, it impacts the water source because of the fairly accommodating policies that neatly watch underground plumbing filtration to not recognize with the latest technologies - a WHO policy for demanding filtrating efforts of detection in a water system to maintain human waste as a priority for maintaining healthy water systems. 

    However these nightmares can form, this is one example of how our water systems were in danger, and we had no recovery, no plan, no action to assume. This could still be a problem that has not risen to the public concern and forced action. 

Law for Water Preservation

    This should be global effort reduction and the impacts we make to be uniform with world efforts. We all must undergo the minimal amount of water consumption to show our American spirit is revolved with our equality standards. We have to take our state statures and revolve these crises to the federal level because the American public region requires it to remain in place, less migration efforts, and less price fluctuations because of the current dilemma. Creating better habits in all Americans is desirable and costs more when not able to or unwilling to change. 

    In creating a flat rate for water consumption now, we are able to save with minimal usage, but to accommodate the movement for change, for INVENTION, for better practices in our businesses and our community impacts together will we be better equipped to handle solutions in the future with preventative measures now. This should be a lawful tax deduction on homeowners to supply reasonable evidence that they are preserving water in their daily actions of committing to this plan by planting trees, catching water to reuse, maintaining usage as less running water daily (washing with a bucket of water and soap between members of a family), conducting research and ongoing events that promote water preservation in healthy states (we still need our daily 8 cups of water a day). This can be deducted with the American Citizen Acts to promote our American Spirit of Equality. 

    When in fact, there is an issue of Equality, during a Crises throughout the Country - deemed by the Executive Branch for their platform and agenda, we can support our vote and the winner as a whole-hearted experience. We understand the term to be 4 years, there should be no hate against the President of the United States and that there are a multiple of issues to address, not all at the same time, and to embrace the agenda with the reigning President as all citizens to be supportive and only supportive. This is the factor pushed with Equality as all citizens can endure, together. It helps us all with maintaining our regions, communities, employment, and families. 

    

    I would like to pursue this effort with my own efforts and the consistent dilution of water usage. How I use water, for what period of time is their consistent water flowing, at what rate, and the inventions created to preserve it. I was really inspired by China and Jackie Chan showing the world how they preserve water with heating it first with a switch to allow less flowing water to warm up, those few drops of water could very well produce a week in a collected effort amongst their people in the future. Water as a limited resource must be seen and lived like this, so we all understand how our water consumption restricts our lives now into the future. They will be starving, thirsty, dirty and crying for death in those parched days - will you hear them now to provide your descendants another day of living with water?

Solution Example with Research: Does it matter if we move living households out of the town and into the farmland to exchange and rest the soil by moving into mobile tiny homes with conjoined water sources in groups to conserve water and maintain soil conditions? We could utilize city dwelling land spaces in the rural areas by moving people from area to area for an underground solution. The water source locations and usage of fertilizing top soil by researching how its connection with people and tree planting for a time period can benefit in the top soil quality by producing its results with dwelling spaces. This type of movement would be conditional and apply to soil consistency and repair. Another issue that is becoming a concern after decades of farming and rotating crops to agriculture lands could be resolved with community efforts. Another factor to redeem in hardships accountable to Equality in the effort to conserve water and land quality. 

This would put an urgency in land and management careers, agriculture, soil quality, research and testing, water conservation, construction, land ownership legalities and education. This is not new to America, however, with nomadic lifestyle and mobile home movement due to diet needs, is still an option to pursue. 

Creating conversations like this in America would lift efforts of citizenship for solution and create less movement to over populate the Great Lakes region, we have to instill the dutiful solutions as reasons that involve future planning and research, however vast, to involve the community efforts. They must remain together and build strong families that they can rely on as a suitable lifestyle to share these amenities and hardships with. One of the main components that keeps people in place and resolve their issues at hand. Which will also break from the concept of Equality as pursuing the earned dreams in America by remaining vigilant and strong in one area. We need these types of citizens to keep and recognize in trusting our government systems, the leaderships they appoint, and the issues they present with solutions their communities have had time to deliberate.

Building the American Spirit, Equality, and the efforts to stand strong in one area as a support system worth trusting is how we can maintain and seek solutions that the future can learn and improve upon. 

I write my state Senator with the need for a water crises to commend the Southwest Region of America's drought as the most suffered at this time. Their dry farming techniques, diet, and energy consumption should be considered in our lives with the Great Lakes and soil qualities to continue to provide in the Feeding America campaign. What can we learn from each other in such a vast difference to preserve water, food, lifestyle for inventions yet to arrive! Enforce it upon us so we can find it now and integrate to further that water availability and soil quality. 

__Mischief

Refactoring by Martin Fowler - Improvements to incorporate!

 Refactoring - Improving the Design of Existing Code

    I have recently finished the Java Programming for Beginners with Sau Saurav on my mobile, still working on the Software Testing book (halfway through), the Programming Pearls book is a great connector of the past and present with problems they solved and how our tools have shaped from those initial issues and have started the next book in my list of things to do - Refactoring. The book is very clear in any project setup with movie rentals in the beginning chapters. I enjoy this because during my crucial burn out in ASP.NET and navigation using the provided textbook, I got lost and the material was hard to follow because it jumped from examples that did not fluidly explain in detail what I should be looking for, how to manage the project properly, and the idea of refactoring was still fairly new. Provisional to concepts in design implementation, MVVM (Model-View-ViewModel pattern), and folder structure apart from Linux/Web style created an entirely new workstation for me. The Refactoring book includes State Patterns, Patterns that involve remodeling UML structures, and organizing each change effectively because they are tried and tested concepts that work. 

    Now, after beginning this book, I understand much more clearly the intentions of the platform and how it can effectively improve my code habits with utilizing refactoring as a base in any project I presume hereafter. 

    Pay attention to the transitions and the book does an awesome job of labeling these moving methodologies in the book - HIGHLY RECOMMEND reading this book if you ever wondered how refactoring is supposed to look, feel, and result as. EVERY process involved with moving methods, renaming conventions, and altering the appearance of code without losing the functionality is very important to follow! Reading this book is definitely going to improve my coding habits and understanding. 

Tools that Helped

    I have also begun to utilize Dendron with VS Code as a text extension to follow along with the project and document my notes, my reminders, and some key highlights of the project transitions. I also utilized the Snapshot Extension with VS Code and Paste Extension to save snippets of the code that transformed with refactoring - making it an ideal way to provide learner's step reminders when teaching this material later. 

    The other improvement I have been ingesting is watching YouTube videos of George with CoreDumped for enhancing the code and hardware connections in the low level programming concepts. This is definitely something I am going to need in the career I want and improves the expectations of software developers in the future to remain with the foundation we are building our processes (not programs) in our current OS infrastructures. I highly encourage doing these as you develop in your career if you have not already!

Highlights Outside Studies

    Some key highlights I have noticed, reading other articles outside of study in my leisure is knowing that the improvements we make from a computer science background, is that the mathematics involved are much different than the core mathematical curriculum we learn in arithmetic studies. Do not confuse the results with processes used because those core fundamentals are still required and should not change. I noticed that yes, they do answer some answers, but they also create confusion. The answer is restricted to a computer science foundation with digital logic, electrical engineering, and each process involved following a basic binary result. These are not typically sentences for equations, they are flags and grouped as sequences of assignment. 

I also picked up Branchless Coding through a YouTube channel and it was pretty interesting, but seemed congested also. I would limit this approach to specific examples of where I would be invested in the memory and datatype exchanges that occur to be in a setting class or method. I think that the more we use branchless coding, it is going to deteriorate the option to be less robust and more minimalized because of the need for speed. I could be wrong, but this would not be a long-term solution for optimal speed in programming. Still, pretty cool. 

Arduino Project Update

    The Mega2560 Arduino board I was working with in a pre-installed setup turned out to be flawed in the outputs of sub-outlets with the way it was constructed. This was a board provided through donation to the Elves Gifts in my local community that was going to be used for a Christmas Light Show hooked up to the local radio station for donations with the Salvation Army. 

I have been investing my time and learning about Arduino IDE, Arduino Boards, Arduino Projects overall and got hooked! I already ordered a starter kit through Wal-Mart, which was less than $30 and I plan on continuing my research and project skills to incorporate with community members in learning how to program with Arduino. Since I have my Robotics Certificate, which dealt with FANUC produced robot arms in factory settings, I have yet to create a program with Arduino and cannot wait to implement this in my programming skillset. 

    As for the project, I have to halt the progressions with the Mega2560 and currently seeking an electrical engineer to assist with the wiring. Two of the SSR boards are not working with the power up default mode setting check, or the Arduino IDE blink program. It is also not reading on my laptop with the Port listing in my Device Manager, something that should be registering. I have been unsuccessful in trying to operate a simple blink program and I believe it has something to do with the Connection output. 

    Just a note when working with this and hooking up your laptop - there are different USB connections and this one happens to use a printer USB (not a USB-A, USB-C, etc. for other peripheral connections). I had ordered 2 different USB connections, each wrong, and I finally pulled my printer USB and I could finally get a connection. It was funny and just shows how different digital logic hardware and peripheral devices are separated yet connected. I had my suspicions as to why a printer USB (Parallel Binary) and if that mattered in how Arduino was set up, since it has improved these project spaces tremendously. Beforehand, it sounded brutal with creating those connections to the hardware and pricey. Thank you so much Arduino for making these project spaces a dream!

__Mischief

Reading Software Testing by R. Patton... I came up with a new way to test my software!

 Software Testing

According to the text by R. Patton, software testing is done in modules. The initial image depicted Module A, Module B, Module C, Module D, Module E, Module F, Module G, Module H, Module I, Module J at the bottom of the image in individual boxes. Above these were tiers of groupings of these types that consisted of: 

Module BCD, Module EF2, Module GHJ3, Module ABCD4, Module ABCDEF5

These were connected in tiers near their corresponding individual modules as groups that led to the Main Program at the very top. 

Noticing these connections, I have endured the stillness in thought in trying to explain my dilemma of how unit testing and debugging were conducted by a project management POV as unknowing to where to start, what to look for, and how to map these corresponding connections as relevant to operating system and program efficiencies for using these separate modules (or classes) together. 

Below is an edited version in my thinking of how the Main Program with testing is conducted when using individual modules (or classes) to configure together. 

Some notes on the adjustments I made:

• Not every module is used in accordance with complex modules, and not mentioned within the module as a connection. 
• The complex modules are acquired through successful grouping where the addition of a single component from that context indicates a stage of inclusion that can be an altered state of option.
• From AB to ABC, this is indicating separate results using the same resources found in the individual components. These may not necessarily be successful groups for those results. This must be indicated separately in the main program as such. 
• All of these components are encompassed to represent the Main Program components, but none of them directly lead to Main Program from a successful grouping because the results range based on the modules used. 

For the Unit Testing of this Main Program example, I wanted to indicate that these separate modules were different after their successful grouping and results internal their connections. This means that as the Main Program functions, how does it function without a single module overall and how to keep it operating without that module as key for default settings in larger applications/programs that require optimal uptime for securing the results from each complex module. 

When successful grouping of modules can acquire their performance levels to result from the same modules with separate connections and purposes for results, it is operational for a specific set of tasks inserted through individual modules. Testing these separately from the entire Main Program help fine-tune the individual component construction with White-Box Testing techniques to assure overall system performance by setting in at the foundation of the main program without re-structuring the entire system. 

Restructuring how I perceive the Main Program and the encounters of software testing used as a foundational support for the program as modular coding practices are used for decoupling techniques for refactoring and integration purposes (like in ASP.NET) - means understanding that this cannot be evaluated by a start and end or a pyramid structure - it has to be broken down and relatable to each other as necessary factors for defining its foundation. 

This is very important for any program to encounter in styles of testing for bugs that would be internal or embedded within connections, built-in features, or syntax errors for conversion efforts and navigation. I often found myself lost in navigation efforts because I was duplicating code in different factions of the program without compensating loss or gains in other parts of the program because I liked the results it provided (for example: using the image provided, module ABC + D depicts this style of programming. Inclusions are one module at a time, but this may be ineffective to one portion of the main program that is difficult to sort through all components and their connections effectively which may result with bugs undetected with those coding inclusion styles, it can be unreliable!). This might be a confliction, a template prone habit, and successful grouping crutch that I developed when coding. 

It is difficult to dissect the program functions, program results, program connections, program data apart from the Main Program overall when everything is laid out as a flow chart. These may be connected in UX designs but it is not depicted in System Performance Designs for results regarding UX Designs and their options. This may be new to the IT Field as I continue learning my role in the Software Developer field. (For example: using the image provided, the unit testing side dissects the main program one module at a time so that it still can operate without that module, that module results, that module connection. You can easily find those connections and control the module at this point, which means modifying the original individual component into decoupling factions that are fine-tuned after stub-testing modules or skeleton architecture can be defined as you code complex results as the Main Program to surface for UX results.)

__Mischief

NBM Revelations of Developing Mathematica Curriculum

 Binary Sequence Signature    

Brooke Metoxen-Smith, 7H

Copyright 2021

Development with 7H Curriculum with Tsha Tewahsana, Inc. as its first religious curriculum has been a delight working on during this season's break from campus glides of fast-paced skill development in the IT Field. I find it relieving to be freed to think on my own! Going back and forth between the two styles of arithmetic and conceptual logic, I want to encourage others to abide by their influence on my work as appreciated, respected, and openly honest.

Here are a couple of living examples that I have found in my work:

Static 

Constructed as an object of determinate forces (permanent spouts of flowing currents dispersed evenly) that create environmental conditions for objects to partake in movement. Binary are considered the permanence of how we understand temporal inclusions with the entire operating system. 

The fraying at the end, produced one collection - this represented a type of Parallel Binary where serial placements were aligned and later lost halfway through this image. Static control is a difficult subject to harness when in its natural state. It is this state that we must abide by its image to allow ourselves to realize that our intentions of harnessing can be mathematically designed and not a physical feat. 

This image was taken in Depere, Wisconsin of a water wall, framed, with spouts of water following a glass window. 

Creating Shape

There hasn't been a mathematical concept that has been able to digest how shapes are created. I have been able to contend with this myself for how a shape is defined using Natural Binary Mathematics (NBM) [formerly Native American Binary Mathematics]. 

Binary requires multiple dimensional components that the Binary Sequence Signature can interpret based on the compositional arrangement, very important with zero concepts, to align events with position and how each respective 1 and 0 identify their separate values as an ability. 

The undetermined entity is shaped because of the requirements that are capable within zero-domain space, a place that is sub-system within a binary composition to reveal a type of zero called "Absent Zero" with NBM concepts and terminology. 

This type of zero is able to manipulate its ability, with positional ability, and as one-value possesses the reflective capacity it can burden from a perspective (environmental validation) - they wind up being able to preserve a cache system that recovers its self-sustaining system. 

The creatin shape portion came from an awkward situation of much needed relief of the world in service working - part time job and feelings of unfound awakenings that create the sense of more abundance in life to nourish - like love interests, fun, and flirting. The idea has gone beyond me but in those moments, it is best to react and take part of society - while I can!

Needless to say, this is undefined in my life, and I took it as a sign to pursue my happiness. 

I did - no call back yet - but fingers are crossed that this continues!

I found sketches during this time, the mentality, time of event - and came to the conclusion that defining a shape with binary is more plausible today, than ever before! How conclusions are arriving during this season, I feel the knot of frustration letting loose - and I am so happy to gain confidence as a contender for mathematical input in my graduate years as I continue to develop Natural Binary Mathematical curriculum with Tsha Tewahsana, Inc. 

Space Base

The song by Nathaniel Rateliff & The Night Sweats "Face Down in the Moment" was a great reminder to use the Zero-Axis Grid (going to be replacing decimal versions of value-oriented decimation of 1) as a base for space to be defined and assumed for a temporal condition that supports building upon a unit of measurement. 

This was an earlier design that I wanted the zero-axis grid to define what is internally referenced and temporal for its zero-space domain because of this type of design, it is easily used to traverse values, I wanted to integrate the type of timing needed to find capacity, range, and acceptable duplication. 

It is still a work in progress, but to hear the song - literally held me in a place that I needed to hear it and not the world. 

Zero-Axis Face - Comparison and Individualism

I have been continuously contending with the separation of identity in America for what is diversity. I want to define diversity as a group of collected individuals from separate backgrounds as an event to collaborate and leave as themselves, unchanged. That what was changed, was the event in need of resolution, from diverse input. Diversity is not a person; they are blended or American.

I was laying in my bed, in comfort, when I realized how people in my life are the same but not the same. I enjoy knowing that they are individuals, but how grouping often leads us astray to believe that is who we are, and it's not. I believe in the independent nature of American's, where they come from, why they are here, and what they are doing with their time alive - in a place that supports their belief structures and tax monies. 

In the Zero-Axis face - there are three parts not equal that represent a type of volume. This is represented by two equal parts (A and B) while the entire object circle is directly cut in half (C). This three-part circle shape (the face of zero-axis grid) is designed to be interpreted as a sharing point - that no object or its comparison can be taken beyond measure, that upon its departure, breaks evenly as half can be explained, from that initial distance, in those units that are "sharing" or dispersing this value to be used - it's going to change, it's going to be a representation of its environmental impacts, and its going to struggle to survive as this first entity. 

This is also stating that in the C section (1/2 of entire circle or face), is the space it requires for this value to be comfortably defined. This is a self-identification process stated in Line 1 and Line 5 of the Binary Sequence Signature and can be easily interpreted to mean that each A and B are independent variables of separate sections that pertain to their self. 

In comparison, these would be in zero-domain (the purpose of zero-axis grid) and will be guided by their type of charge (pos or neg) and also be modified by a writ process (data governance being defined with these concepts as how entities are connected, moved, perceived). Provisions for this space for:

A-AND-B

A-OR-B

logic to be conducted as it is modified here in a unified space (provisional space) within an axial dominance to incorporate into the entire operating system. 

I always found that finding the base unit of incorporation for updates is best handled with root values, so that it does not disturb the entire eco-system, which can often be fragile, as these conditionals have not been introduced at their level of conversion from each grid that coordinates its value. These have a time of existence and any new modification requires an entire system upload that refreshes these variables as refactoring or clean code can provide - and is difficult to manage at times, even with the short-hand keywords and built-in methods and concept of strategy when building these systems, it is difficult to find every knot to untie, tie again, and test. 

When thinking of a contained binary that is permanently instilling how the environment and how the object are moving (sometimes at separate paces) - it will be adjusting conditions by the system structure as axial productions can introduce this from its dimensional quality. 

Summary

I have found inspiration from many people in my life currently that I do not want to name outright just yet. Some people have no idea what I am working on. I enjoy this time in development because it does not appear I would be of this magnitude in my personal studies that I want the peace of mind more to continue my work. I often feel that my religious structure is perfect, but also, a danger to those that have it defined unlike mine. I know I have never fit into society, its laws, or its education but I am appreciative of those structures as to improve upon - not for me, but for my descendants (if any) and most of all, for My America. 

If I offended you, I intended to change you for the better, to adjust with a walk of life that contorts reality as a scope that you can modify. The world is never fully discovered in one lifetime and that means our individual scopes must be perfected within us for the time we do have, so we have direction upon our final day. 

If I respected you, I intended to keep you as more than a friend. The respect I have had in the past have lasted for about 15-20 years at best, not in every situation with them (perhaps), but in my own personal burdens. I am officially done with those initial burdens as I venture forward alone. I understand the concepts of relationships as dysfunctional and in healing that I want to move towards building stronger relationships to work with and have my happiness defined as best for me. 

Thank you for my educators. I do have a seat for you at a table during ecliptic events in America - to review issues that resolve with curriculum, multiple subjects and resolutions, with Tsha Tewahsana, Inc. (Its In The Middle). 

Please continue to be available as inspiration, interviews, community events, gatherings, small conversations, invites, festivals, anything! I appreciate it. 

__Mischief

C++, Java, System Architecture

 Literature over the Summer Break 2025!

Studying Java thoroughly over the next month is my top priority and goal while slightly reading over through C++ (not a requirement for graduation, and is currently not supported by the US Government for programming languages due to the inefficient logic errors that can occur with the control of the programmer (needing experience and modern clean coding habits), I feel like it is required with the specialty I want to pursue. I have an interest with C# OOP, but want to invest with the root language sources and how they used binary within their structuring. I understand C++ has evolved from C base languages, slightly different, it will be interesting to see how they revisit core topics that are required and prioritized while being able to use reduction code from those C bases. The types of helpers, keywords for methodology that the language can execute, and how it is organized structurally with the binary to compile with machine learning techniques. 

So far, I have considered how the program structure reflects the binary approach I use with strategically isolating the movement with the object internally and externally - would be like top level statements, except, it would be a command or procedural code bloc of instruction that submits part of that data to be evaluated by separate measures of priority. 

I want to use code logic with binary as permissible to be measured and effective within their domain. I have a hard time with the conversion rates we use, the types of capacity they claim (bits, byte, etc.) within storage units as needing to repeat itself serially stated. This is frowned upon in code writing, so why not the binary? 

The binary is not structured for loop action, however its conception arrives with its structural integrity (string theory), and winds up repeating itself with binary serial lines of code, again and again. 

The reference of these, winds up being too much for the compiler - like using StringBuilder and String Classes to manipulate strings - it has to be done a certain way of manipulating these strings so the compiler can break it down and adjust it while it is in operation - something of a dynamic feature that is not easy to produce. 

My idea of binary usage here is shifting those classes into their own separate binary compounds and organizing an internal [electrical] current system (studying electrical output currents in lightning storms and how they are formed within computer systems is relational to anomalous activity - like the parity bit, alterations with navigating within shell commands, or random occurrences of compiler issues that are unexplainable at times). Every movement that is created within the object as a whole entity by perspective (re-using the capacity storage space as a perspective allows its use or need for it) is also a structural enhancement for resources that allows Packages or imported statements the allocated storage space to reiterate without over consuming the system with binary serial reading. 

I know it is not designed currently for this, but they are hopefully connections I am making in studying with my own personal work in upgrading the current system with my approaches with Native American Binary Mathematics (NABM). 

I am reconsidering the approach for using it with AI - but know it does need its environment. I am dreading the day a company uses surface observations to produce its next operating system to produce access in the hard-set data field that is community library oriented and search engine approved information. The less we teach AI about our actual physical world - the better!

If we can, wait for this development, I think the less mistake we do with these prototype designs, the more secure we are in the future of development, resources, and investment tactics with preserving online data, financial data, and other important classified aspects that AI may breach. 

I have learned in my studies with my work with NABM, that binary is an expansive approach to any universe. I have learned that binary is a creator, it is a fluid extraction of being thorough throughout dimensional qualities that can explain many natural components we see today - why certain things appear the way they do (why the grass is green), why we evolve as people in relation to our type of sustenance, why the world is round - all of these components occur at levels of our systems and they can be brought down into sub-systemic actions as well (like decimal and absolute negative values) without reducing its quality with multiplying by - or the equal of finding compatible values but with separate charges (negative and positive) to equal 0, these types of interactions evaluate a basic level that leads to much, much more!

There is much more to learn and as I prepare for my personal publication and inclusion to computer science foundations, I am livid about receiving new books in the mail to begin my summer retreat, enjoying the view, weather, and relaxing with an e-bike tour of my newest day climbing my next hurdle. 

Have fun this season!

__Mischief