Tuesday, May 26, 2026

distributed redundancy

data centers are powerful engines that powers the economy 
but they also speed up science, research and development 
which makes data centers vital in developed countries 

but data centers are easily destroyed 
in conflicts and wars 
which would weaken the economy 
and thereby give less resources to the military 
which increases probability of military defeat 

so distributed redundancy is needed 
so that compute is spread out geographically in nodes 
which would make it difficult for an adversary 
to destroy more than a few of those nodes 

and the easiest and most economical way 
to spread out compute nodes geographically 
is to enable the civilian market 
to sell extremely powerful gaming computers 
and extremely powerful gaming consoles 
which would be bought by gamers 
and computer enthusiasts 

those compute nodes would not replace data centers 
instead they would complement data centers 
if data centers are destroyed in conflicts and wars 

gamers and computer enthusiasts could be rewarded 
if they allow various organizations and companies 
to use those extremely powerful gaming computers 
and extremely powerful gaming consoles 
as compute nodes 
for a certain amount of hours each day and night 
in a time of crisis 

and laws could be implemented 
that requires those extremely powerful gaming computers 
and extremely powerful gaming consoles 
to be used as compute nodes 
by various organizations and companies 
for a certain amount of hours each day and night 
in a time of crisis 

and the gamers and computer enthusiasts would be thrilled 
to get hardware more powerful than what they ever dreamed about 

when data centers are deployed in space 
then distributed redundancy could easily be achieved 
by spreading out more space based data centers 
throughout the solar system 

but data centers will still be needed locally on planet earth 
and for distributed redundancy to work on planet earth 
then compute nodes are needed 
and the most economical way to achieve that 
is if extremely powerful gaming computers 
and extremely powerful gaming consoles 
are used as compute nodes 

Monday, May 25, 2026

training solutions

if situations escalate 
so that it risks becoming official 
that I could possibly be a covert leader 

then I or someone else 
could simply start one or multiple consultancy companies 
where the business model is 
that I act as a covert leader in my daily and nightly life 
while covert personnel train to protect me as blue teams 
while other covert personnel train against me as red teams 

the covert training would be considered to be high risk 
and thereby with the risk of serious injuries or lethal consequences 
if situations goes out of control 

and others could act as covert leaders 
so that blue teams and red teams get their training 

which would enable different individuals and interests 
to have excuses for their actions 

and that would keep deniability intact 
where it's necessary 

Sunday, May 24, 2026

welfare

the welfare system is a big cost for each country 
but a country won't save any money 
by trying to cut its welfare costs 
because it's usually a constant amount 
of unemployed people, pensioners, students, 
sick people and injured people 

but a country could save enormous amounts of money 
by enabling companies to produce cheaper products and services 
so that people on welfare spend less of their welfare money 
to pay for food and housing 
so that people om welfare thereby need less welfare money 
which reduces the welfare expenses of that country 

and every government is capable of enabling companies 
to produce cheaper products and services 
such as food and apartments 
in every country 

the simple thing is if communication is established 
between governments and companies 
so that governments learn what companies need 

what companies need to produce cheaper products and services 
could be what media writes about 
such as automation and lower taxes 
but it could also be something that some talk about 
such as better work training programmes 
and something obvious like less rules and less bureaucracy 
and it could be something else 

real

adware games on android devices and on apple devices 
are abusive and a form of psychological torture 

so adware games should be considered to be child abuse 
if those games are played by children 

and adware games should be considered abuse 
if those games are played by adults 

there is a reason that steam has forbidden adware games 

while xbox, playstation and nintendo 
have tried to limit adware games on their platforms 

perfect system

if society only protects righteous individuals 
then each individual that is murdered is unrighteous 
or it will be a fake murder of a righteous individual 

such a system would not have to be policed too hard 
because all murders would benefit the society 
no matter whether those murders were unwanted or not 

that system would also apply to violence, accidents and so on 

economics of coding

programming enables economic value 
to be created be created out of nothing 

a programmer writes code 
that creates software 
and that software can be used 
to create a computer animated movie 
and that movie can be sold 
so that economic value was created out of nothing 
except work 
no construction materials needed 

it can be argued that energy was used 
by the programmer's computer 
but then again if that computer didn't use energy 
to be used for programming 
then the computer would use energy 
to be used for something else 
as the programmer would play games or surf the web 

humans will use programming 
to create and control software and ai 
which will be used to instruct and control robots 
that build factories that build more robots 
which will turn matter on planet earth into products and services 
and which will turn matter in the solar system into products and services 

and when self replicating molecular machines 
and/or self replicating atomic machines 
are sold in the civilian commercial sector 
then humans will use programming 
to create software and ai 
that will be used to instruct and control those molecular machines 
and/or atomic machines 
which will turn matter on planet earth into products and services 
and which will turn matter in the solar system into products and services 

and that will enable the human population to grow 
on planet earth 
and in the solar system 
and later in other star systems 
and even later in as many galaxies as possible 
which will enable humanity to peacefully dominate the entire universe 
with the use of soft power and covert action 

🙂

I use my blog and social media 
as interfaces to program the world 

programming concept

according to gemini ai 
in object oriented programming data is scattered across the ram 
but in data oriented programming data is kept in arrays in the cpu cache 
which makes software written in data oriented programming faster 
than software written in object oriented programming 

but I think that if data from object oriented programming 
is kept in virtual containers 
that are placed in the cpu cache 
then that would get the speed from data oriented programming 
while keeping the code object oriented 
which could make the code easier for humans to understand 
and the code won't have to be rewritten 

preferably it would be just the data that is stored in virtual containers 
and not the object oriented fluff 

and that would make the software faster 
while it's easy to write the code that creates that software 

gemini ai got very excited about my concept 
but warned about difficulties to implement the code 

Saturday, May 23, 2026

dangerous routine

if an individual starts to study by itself 
either online 
or with library books 
or in a class at school 

then the brain of that individual will be exhausted 
by all the new information that is absorbed 
so that the individual could lose all motivation to keep on studying 

but that the brain becomes exhausted  
from study overload 
so that the student loses all motvation 
is a natural process 

and when a student becomes exhausted from studies 
then the first step is to try to power through 
but if that doesn't work 
then the second step is to switch methods
and the important thing is that the student doesn't give up 

so when the student becomes exhausted from solving math problems 
then the student could switch to reading math theory in books 
and when the student becomes exhausted from that 
then the student could switch to watching khan academy math videos 
and when the student becomes exhausted from that 
then the student could watch youtube videos 
about how math affects business and engineering 
and when the student becomes exhausted from that 
then it could be time for the student to train sports 
or play video games 
or watch movies 
or sleep a siesta 
or sleep for the night 

when a student loses focus 
and gets distracted 
and stops to study 
then the student thinks it's a bad student 
that will never succed with studies 
but that's wrong 
instead it's the brain of the student that needs to rest 
and possibly sleep 

but with that said 
it's important to study as much as possible 
for as long as possible 
especially in the beginning 

most students that give up and quit their studies 
probably do so from what they experience 
as lack of motivation 
and lack of discipline 
and boredom 
and distractions 
but it's none of that 
instead it's that their brains are exhausted from studies 
and that they should have powered through that exhaustion 
or switched methods 
and then slept as much as possible 
so that their brains would have rested enough 
and then the motivation to study would have returned 
which would have enabled those students 
to not give up and not quit their studies 

important thing is to try to study every day 
atleast a little 
especially in the beginning 

never give up 

studies

if an individual tries to study math on khan academy 
but gets stuck when the math gets harder 
then there is no ai teacher on khan academy that can help 

but if that individual uses a tablet or computer 
to study math on khan academy 
then that individual could use its smartphone 
to start the gemini ai app 
and take a picture of the difficult math problem 
on the computer screen or tablet screen 
and upload that picture to  the gemini ai app 
and ask the gemini ai app to function as a teacher 
that doesn't show the answer 
but instead teaches the individual 
how to solve that math problem 

but the individual also needs pencil and paper 
to calculate the math formulas 
from the math tasks are shown on the tablet screen or computer screen 
and that individual can also use its smartphone 
to take a picture of its calculations on the paper 
and upload that picture to gemini ai 

the automation conundrum

to many people it's confusing that so many people have work today 
when so much previous work has been automated 

before a driver drove a horse buggy 
but then cars were invented 
and then one taxi could transport more passengers per day 
than any horse buggy could 

so many horse buggy drivers lost their wok 
but even more taxi drivers got work driving taxi cars 
since faster and cheaper transport increased market demand 
so that more people wanted taxi car rides 
and more taxi companies were started 
and more taxi drivers were hired 

and motorized transport changed every economic sector 
by increasing efficiency 
so that companies in every economic sector 
produced better and cheaper products and services 
and better products and services enabled populations to grow 
so that even more taxi car drivers were hired 

so ai and robotics could probably make companies hire fewer workers 
and possibly also kick workers 
because of increased efficiency 

but since ai and robotics will enable companies 
to produce better and cheaper products and services 
then that will increase market demand for those products and services 
so that more companies are started that use ai and robotics 
to produce better and cheaper products and services 
and then more workers will be hired 
because more companies need more workers 
since every company needs atleast a few workers 

and in the far future 
if automation is taken to its logical endpoint 
so that almost all work is automated 
then companies will still need humans as owners 
so that workers will instead be small business owners 
that manage their own companies 
like farmers previously managed their own farms 

automation of work has been going on 
since humans discovered fire 
and historically automation of work 
has always increased quality of life for humans 

Friday, May 22, 2026

small business revolution

giant companies are often able to sell cheaper products and services 
than very small companies 
because of economies of scale 
but that could change with technology 

ai, robotics, humanoid robots, autonomous vehicles, 
3d printing and automation 
will significantly decrease labour costs 
and will make it so cheap to produce products and services 
so that very small companies could become nearly price competitive
with with giant companies 

🌎🌍🌏

if I have protected some individuals 
and /or if I have helped some individuals 

and those individuals feel gratitude to me 
then they don't need to do anything for me 
neither directly nor indirectly 

instead they could do what they can 
to make the world a better place 
by helping and protecting themselves 
so that they can help and protect their families and friends 

because that will benefit me most of all in the long run 
and my run will be longer than my fall 


sincerely 
trident / akula / salamander 

accelerating studies

a jet aircraft needs speed 
to lift from the ground 
and start flying 

and a student needs to accelerate its learning 
so that it will be able to study itself 
either in the classroom or at home 

a teacher could explain stuff for thirty students 
and it will probably work for some of the students 
and it will probably not work for other students 

so if those students that don't fully understand 
get their own private teachers 
that teach them a lot 
until those students have learnt enough 
so that those students are able to sit in a class 
and listen to a teacher that explains to thirty students 

then the studies of those students have been accelerated 

or when the teacher explains for thirty students 
how to do tasks on a computer 
and then thirty students use computers to do tasks 
and it probably works for some students 
and it probably doesn't work for other students 

then those students that are unable to do tasks on the computer 
get help from private teachers 
which help them every step on the way to solve those tasks 
until those students have learnt enough 
so that they will be able to do tasks on a computer 
after listening to a teacher explaining to thirty students 

then the studies of those students have been accelerated 

ai flow

in a near future 

a student reads a digital document on a tablet 
about the math of a bridge 
in the beginning the student reads at normal pace 
and the student understands a lot 
but after the student has read a third of the document 
then the student starts to lose focus 
and slows down 
and starts to look at other stuff on the mobile phone 

the ai teacher notices 
the student's eye movements 
and facial expression 
and body posture 
and sounds of frustrations such as sighs and mutterings 
which indicates that the student has become mentally exhausted 
and tired 

the ai teacher suggests to the student 
that it can read the rest of the text for the student 
so student listens while the ai reads the document 
and the text that is read by the ai is also shown on the screen 
which is seen by the student 

but after the student has listened to another third of the document 
so that the student has absorbed information 
from two thirds of the document 

then the student starts to lose focus again 
and the ai teacher notices that 

so the ai teacher suggests to the student 
that the ai will show the last third of the document as a video 
for the student to watch 
the ai teacher quickly creates a video 
that the student watches 

and as this study process goes on a few times every day 
for a few months 
then the student becomes better at reading 
and reads half of every digital document by itself 

the ai teacher is also able to make text, sounds and videos interactive 
for the student 

so when the student reads a text 
but don't understand fully 
then the student can point or look at text 
so that the ai creates and shows pictures 
which the student sees to understand more 

or when the ai reads text for the student 
but the student doesn't understand fully 
then the student can ask the ai about stuff 
and then the ai creates pictures which are shown on the screen 
while the ai explains verbally 
so that the student understands more 

or when the student watches a video 
that the ai teacher created 
and the student doesn't understand fully 
then the student can point or look at parts of the video 
so that the ai creates and shows pictures 
which the student sees to understand more 

and when the student plays video games in the evening 
then the ai teacher inserts gameplay momets into that game 
that contains knowledge from the studies 
such as the student drives a virtual car over a bridge 
and on the car radio the music is interrupted 
by what seems to be radio advertisement 
but it's audio created btmy the ai teacher 
using an in game voice that explains the math about the bridge 

and later when the student lies in the sofa 
and watches a movie on the tv 
then the movie is i.terrupted by an advertisement 
which is strange 
because there are no ads on the movie streaming service 
but the video ad is an informative video created by the ai teacher 
that explains the math about a bridge 

and those small moments of knowledge 
inserted into games and movies 
creates repeated learning 
which increases the sudent's ability 
to remember what it previously studied 

Thursday, May 21, 2026

online studies

khan academy offers online studies for free 
on math and similar subjects 
and the explanation videos are highly pedagogical 
and the excercises are user friendly 
but if the students get stuck in their studies on khan academy
then there is no help 

boot.dev offers online studies for a price 
on programming and similar subjects 
and the programming user interface is user friendly 
and there is an ai teacher 
that is completely integrated into the study platform
so that the ai teacher sees what the student does 
and if those students ask that ai teacher for help 
then it will tirelessly help them 
and the ai teacher is also able to generate 
an infinite amount of extra excercises for the students 

an ai teacher that is completely integrated into an online studies platform 
is revolutionary 

khan academy would become a better online study platform 
if they implemented an ai teacher 
that is fully integrated into their platform 

but khan academy is a non profit organization 
and since their service is for free 
and they are dependent on donations 
then they get too little revenue 
so that khan academy has too little money 
to invest in the development and deployment of ai teachers 

but if khan academy started a for profit company 
then that khan academy for profit company 
could do for online math studies 
what boot.dev does for online programming studies 

and that would open up business opportunities for such a company 
to do business with every school in every country 
by offering those schools ai teachers 
that are fully integrated with all the digital study material 
and all those schools would generate a massive revenue stream 
to that company 

in the future every child could have their own private teacher 
in the form of an ai teacher 
that is fully integrated into the entire school system 
and that is able to help the students 
with both digital study material and with paper books 
as the ai teacher could use the cameras in the augmented reality glasses 
that students could wear 
so that the ai teacher would see what the student looks at and asks about 
in the paper book 




gamifying studies

some non profit organization could set up a system 
that rewards young male students 
with video games and dlc for video games 
if they achieve results in studies 
and if they achieve a lot of results in studies 
then they could be rewarded 
with a gaming console or a gaming computer 

it's not about those students being the best 
it's about those students learning more 
than what was expected from them 

that gamification of studies with rewards 
will entice those students to study more 
so that they get rewards
but as it goes on long enough 
then those students will feel that the knowledge that they gain 
is the real reward 

the same study gamification system 
could be applied with young female students 
but they would be rewarded with clothes and makeup instead 

the rewards should be strongly desirable on an instinctive level
but not necessarily expensive 

a guy that studies more 
gets a new game that he wants, but can't afford 
and he knows that if he studies even more 
then he could be rewarded 
with that awesome gaming computer 

and a girl that studies more 
gets that perfume she can't afford 
and she knows that if she studies even more 
then she could be rewarded 
with those new jeans that haven't been released to the public yet 

and the rewards in that study gamification system 
could be partly or mostly payed for by the students own parents 
depending on how rich or poor those parents are 
because the parents would buy stuff for their children anyway 

but the parents would gain if their children participated 
in that study gamification system 
because it would entice their children to study more 

so rich parents wouldn't buy the latest gaming pc 
to their son if he had studied too little 
but if he studied more 
then money would be transferred from the parents 
to the study gamification system 
which would send the latest gaming pc as a reward to that son 

and poor parents couldn't afford to buy the latest gaming pc 
to their son even if he studied more 
so the non profit organization would donate money 
so that if he studied more 
then money would be transferred from the non profit organization 
to the study gamification system 
which would send the latest gaming pc as a reward to that son 

Tuesday, May 19, 2026

system error

there are many things in the world 
such as programming, software, powerful cheap computers, 
cnc machines, metal 3d printers and plastic 3d printers 

that could be used by many individuals 
to start small industrial companies 
and succeed in business 

which would bring about a small business revolution 
but that doesn't happen 
which indicates that there is a system error in the world 

so people are programmed wrong by the education system 
in fact people are programmed to fail by the education system 

students listens to the teacher 
and some students writes down what the teacher says 
and the students read books given to them by the teacher 
and then the students do a test 
to prove that they listened to what the teacher said 
and to prove that they read what the teacher wanted them to read 
and the results are catastrophically bad 
in every city and every country on planet earth 

people don't question the education system 
because the education system produces a few successful students 
which is considered a good enough result 
while most students fail 

that education system has been implemented for so long 
that nobody questions whether it makes any sense 

while in a job 
a new worker is taught by an older worker 
how to do tasks 
by using learning by doing 
and the results are pretty good in most companies 
since if new workers don't learn in a company 
then that company dies 

so in a company 
the older worker becomes private teacher for the new worker 
and that enables the company to earn money 
but in the education system 
a private teacher is considered too expensive 
while it's economical in a company 

it's obvious 
that the education system trains students in a model of learning 
that is often useless 
if those students get jobs at companies 

so instead of an education system 
that stuffs students with information 
and then test the students if they remember that information 
which is a model of learning that is seldom applicable 
while working in a company

examples of tasks 
students could do a task
such as calculating one math assignment 
or they do a task that is calculating multiple math assignments 
a task could be one math assignment 
or an entire page of math assignments 
depending on the student's flow 

students should be trained to do tasks 
and then be trained to do other tasks 
and then sometimes repeat those tasks 
until those students become proficient at those tasks 

and if those students are unable to do those tasks 
then those students should learn how to do those tasks 
either those students learn themselves 
by reading, watching video 
or asking teacher, asking ai 
or one student is taught individually by a teacher 
and sometimes the traditional approach will work 
so that multiple students are taught collectivelly by one teacher 

those tasks could be a math assignment 
or a programming assignment 
or a cooking assignment 
or a construction assignment 
and so on 

and the crucial part is that the students will not do any tests 
instead if some students are unable to complete theirs tasks 
then it becomes obvious that those students need to learn more 
and that's when the teachers step in and help those students to learn 
or the teacher teaches those students 

essentially it should be problem based learning by doing 
student is given a task 
if student is able to complete task 
then next task 
and if student is unable to complete task 
then teacher explains 
or student reads or watches video 
or student asks teacher or asks ai 

it will still be skill based 
since a student won't complete its education 
if it doesn't complete all tasks 

but it won't be teacher talks and students listens 
until students are exhausted and have less energy to complete tasks 

sometimes traditional education works for some students 
but it doesn't work for most students 
because students learn at different paces 

and it doesn't matter how good the teacher is 
because a teacher can't give each student enough training 
if it's one teacher and thirty students 

it's a low probability 
that thirty students will be able to learn at the same pace 
for an entire day 
five days a week 

if the traditional approach works 
where one teacher teaches thirty students 
then that's great 
but the results indicates that it doesn't work most of the time 
for most students 

toiletonomics

 many big quality shopping malls have inadequate toilets 

either it's too few toilets 
or it's many toilets with no sink in the toilet booth 

when a toilet booth has a toilet, but doesn't have a sink 
then that's disgusting 
because the user is unable to wash its hands 
after using toilet paper to wipe its ass 
and then the user uses those shitty hands to grab the handle of the door 
to open the toilet booth door 
in order to walk towards the sinks in the collective toilet room 
and wash its hands in those sinks 

and when the next user grabs the door handle 
then that next user will get shit on its hands from the previous user 

another bizzarre development 
is that sinks have been redesigned to become smaller 
so that in many malls and offices 
in either the toilet booth or the collective toilet room 
the sinks are too small 
so that an adult man can barely fit his hands in the sink 
when he is washing his hands 

people that goes to malls knows those realities 
and accepts those disgusting facts of life 
but people got no choice 
because most malls are the same 

and bizarrelly many high quality office buildings 
got the same disgusting low quality toilet system 

and it makes no economic sense 
because a sink in a toilet booth dies not take that much space 
and usually the collective room in the toilet area 
has a lot of unused space 
that has no other function than to look nice 
and it makes even less sense to not have a sink in the toilet booth 
when there are too many toilet booths 

when the toilet system is disgusting 
then that stresses the users 
so that people will shop less in a mall 
and produce less in a office building 
and order less food in a restaurant 
and so on 

solved metal 3d printing

a metal 3d printer uses energy to melt metal wires  while it dispenses them  and the metal 3d printer dispenses multiple hot metal wires  an...