Demons (Evil or Unclean Spirits) Are Beings without Bodies

At the CE5 contact event Dr. Steve Greer and his followers sitting in circles in rural locations who use their thoughts to "contact and invite aliens" to visit them, then photographing and capturing images that straight look satanic. I am not exaggerating, look at the images Dr. Greer has captured and tell me that thats an extra terrestrial super intelligent alien, when it obviously looks like a demon. 

I am not suggesting given the vastness of the universe, that humans are alone as the only sentient sapient species or that Earth is unique as a planet hosting biological life base on carbon and DNA, and pressure, temperature, gravitation field, vapor pressure, water cycling and similar conditions we find on Earth.

JWST or the James Web Space Telescope images in very low energy infrared mostly. Using these tools NASA has discovered thousands of Earth like plants around other stars, just in the Milky Way, and there are billions of other galaxies like the Milky Way. Our galaxy contains hundreds of billions of stars and trillions of planets.

Obviously some people are bad actors and many are not. So if human or super human intelligent aliens exist, we know that some of them are bad actors and other are not. 

I want you to watch the video in the following YouTube link about The Universe, Outer Space and the Fermi Paradox Great Filters by Arthur Issacs

https://youtu.be/ZlgyxQJHHcY?si=kVN2L8tDSowv8H8B

Fermi Paradox - "Question" / why Universe appears empty of intelligent life besides ourselves (human) / 

The Speed of Light at Astronomical Distances 

(Slow over vast AU distances) 

Consider that when we look into the vastness of the heavens we are looking at ancient light and have no idea what is happening in real time in vastly distant parts of the universe.  It takes light at the speed of light 30,000 years to get from the center of the Milky Way to Earth. 

Light at 299,792,458 m/s or meters per second takes 8 minutes to go ~93 million miles from the Sun to the Earth where photons and heat can energize solar PV, plants, and many other aspects of climate and weather on Earth by evaporating water and imparting solar thermal and photon energy that energizes photosynthesis in plants and vitamin D production in human skin respectively :) 

You are able to acknowledge that God exists, and by extensions it is also possible that many other beings like Angels, Demons and the Devil might exist. Take for example that many lower case gods are worshiped by people all around the world. About 95% of humans on Earth alive today have faith or spirituality and worship some kind of god lower case. There are an increasing number of Christians around the world now. 

Christianity increasing in popularity even in Islamic countries. In largely secular America there's been a huge resurgence of people going to Church to Praise of Worship God, who started reading the Bible on their own, who are hungry for spiritual health and healing. 

There is only one master supreme God who controls and owns everything in all dimensions, who is the master designer or clock maker who create all life, and has unlimited power, knowledge, skills and is everywhere always and see's and hears everything about everything and knows everything about all things that happen, such that no one can hide anything from God. 

Every single person will die and their soul, will, mind and emotions will be judged by God, with his device sublime supreme understanding and fairness. Be warned, if you live a life of habitual sin, not only will your heart be hardened with unbelief, but God will blot your name out of the book of life, such that when your are before him, he will say to you "I do not know you" and then cast you into hell for eternal damnation. 

Demons have a mind, will and emotions. They use quantum mechanical manipulation to possess, demonize, oppress, torment, confuse, manipulate or harm people. Demons can take over a persons body and cause the person to do evil things to other people, animals and nature. Consider the pedophiles that rape children, they are choosing to participate with a sexually perverted unclean spirit by engaging in illegal immoral unethical conduct with minors. 

Many millions of children are abducted into child sex trafficking rings and the USA the leading consumer of these abusive horrid services. Criminal gangs and organized crime rings systematically abduct children. Watch the movie "The Sound of Freedom" produced by Mel Gibson starting Jim Caviezel as the protagonist, based on a real life story of an actual hero who saves children from child sex trafficking.

Demons will whisper into peoples minds with the person own inner voice so that the person thinks those images and words and thoughts are from themselves, when in actuality the person is just unwittingly being influenced by a demon who injects those evil sick thoughts that the person still has a choice not to engage. 

Ultimately every person has free will and agency to do or not do something that is in their mind. When we read and know the word of God then we have a reference point to compare our thoughts with, in order to captured our thoughts and make sense of them, and tell if they align with God's word or not or even just "is this who I want to become" as a reflective self analytic question. 

You as a person have the power to rebuke these thoughts and say inside your mind "No, I am not going to do that, that is not who I am, and not who I am becoming, I am a man or woman of God and will serve the Lord my God, or at a minimum I will not harm other people, animals or nature because it does not feel right in my heart. It is not about your feelings, it's about a cognitive choice to do the right thing when no one else is watching. Everyone knows right from wrong because it says in the Word that God has encoded into peoples heart a basic ability to discern good from evil. 

Obviously in this post I am referencing chapters of the New Testament, literary works of Dr. Henry Wright, and Derek Prince, who I watch in his YouTube videos. I am drawing on many different ideas as usual with my posting, with the express intention of helping other people turn away from sin and start living an honorable life of doing what is right according to God which aligns with what people know is right in their hearts. 

Take a look at this YouTube video by Derek Prince about how to Free Yourself of Demonic Influence

https://youtu.be/Yzivz7gcMtE?si=Hdp9UsoAi4BeXTMI

Understanding Bad Actors so We Can Develop Radical Energy Abundance

You know the people that hurt other people, animals and nature. 

Human infants or babies are born without any knowledge like a blank slate. Even young children are innocent and naive. 

So you like me might also wonder where bad actors come from? 

Where do bad people come from? 

How do people become bad? 

Why does society allow bad actors to harm life, other people, animals and nature with pollution, slavery, crime, scams, fraud and other abuses? 

Obsessively greedy people who want for nothing that keep raising rent prices because they can get away with it. Those who are causing currency inflation and income inequality by taxing the working poor more while also giving billionaires and transnational and huge corporations tax breaks at the same time!

Increasing income inequality the reason that people left Europe to start America or the USA in the first place, i.e. to escape overtaxation and radical income inequality and gentrification where the noble people, aristocrats and their friends owned nearly everything, making virtually no economic vertical mobility possible. 

There are actors, athletes and celebrities who make more money in one year than a surgeon will make during their entire working career making over $300K per year. Say Gentrification! 

America was a democracy after WWII ended, but has devolved via merger and acquisition such that COMCAST, APPLE, MICROSOFT, MONSANTO, ALTRIA, IBM, HP, DOW, 3M, EXXON, CHEVRON, NURSING HOME INVESTORS, and other elite income earners and large corporations have political representation in what is effectively crony capitalism or grammatically accurately known as a plutocracy. 

This is where you Joe blow member of the public have no political representation in government. Amazon has 1151 lobbyists in WA, DC, and owns the Washington Post and thereby has power and political influence and actually representation in the law making process in the Congress and Senate respectively, and everyone knows it! 

Billionaires and the other 10% of Americans own about 96% of all the businesses, land, homes, building, corporations, stocks, bonds, investments, money, capital, vehicles, resources. Radical Income Inequality! 

This means that 90% of American's are being betrayed by bribery & corruption on the highest levels + scams and fraud from abroad, crime at home and nearby, increasing food prices, increasing fuel prices, increasing energy prices, increasing vehicle prices. 

Living as an American today like a giant scam from every direction and the USA now is not the America that anyone fought to protect! This is not the America that I grew up in as a child of the 1980's.

This is a joke against the American people so that the PRC can laugh at us manufacturing everything, ruining Hong Kong and trying to ruin Taiwan. The CCP the most unethical government in the world. Xi does not even know what is happening in China, completely out of touch with reality, like so many other elite income earners and powerful people who no real people can relate to or actually be friends with! 

While the quality of life of citizens in many developing countries been on the rise since the 1960's, America by contrast has been on a continual economic and social decline since the 1960's. It's not just America, the UK or Britain has been on a slow economic and social decline. 

With globalization like all sporting events, there are sadly, winners and losers with finite fossil fuels causing energy scarcity. Look at how the elite income earners in Argentina have bankrupt the Argentinian government 9X in a row! The only way to fix these economic debacles like the 2008 mortgage market failure or the COVID19 economic collapse, is with radically more electricity produced, stored, converted, distributed and used to revolutionize societies. Said another way, increasing energy abundance will also increase widespread wealth and prosperity creation. 

Everything is made of energy. So increasing energy increases the availability of electricity, power, heat, light, energy to mine the crust of the Earth in a much bigger way while also being responsible with controlling and remediating acid mine drainage, pollution emitted and waste. With more energy we could easily feasibly harvest all the plastics from the oceans and filter all the microplastics out of nature and ecosystems. 

With radically more energy from thousands of Fuel Breeding Fission Reactors, Commercial Fusion Power Reactors and Zero Point Energy Reactors // we can do things that seem impossible today, especially when leveraging AI or artificial intelligence to inject more knowledge and science into better products and services of all kinds that are way better. 

I am talking about using radically more electricity to decarbonize all energy in the biosphere of Earth. 

I am talking about broadly electrifying the entire world with abundant clean electricity with 100% uptime and nearly limitless power. 

I am talking about so much energy that we could boil off the oceans of the Earth better than nuclear fusion weapons deployed. 

I am talking about so much energy that we will be regularly sending many nuclear powered and ZPE energized spacecraft into space for intergalactic missions with genetically engineered people who can survive in the harsh conditions of traveling at relativistic velocities for centuries to reach distant locations in outer space, so that humans can colonize the Universe with nuclear electric spacecraft and radically more energy as a civilization. 

We need more energy to access all the thousands of Earth like planets that the JWST has helped NASA to discover that we cannot access with fuel paradox combustion powered rockets like the Falcon 9. Chemical rockets can barely put a small amount of mass in lower Earth Orbit, and it's expensive to do it that way. With electrical spin launching, launching costs can be reduced 100X. This is why making racially more electricity so important. 

We need radically more energy to make all the magnets and wires to increase worldwide energy levels 1000X we need to engage in tera scale electrical mining that dwarfs the scale of diesel fueled large industrial mines today. 

I am talking about actually leveraging the crust of the Earth with abundant clean energy energizing far larger global industrial mining efforts to harvest radically more gold, platinum, nickel, copper, palladium, rhodium, silver, aluminum, steel and iron, and other elements and making radically more materials available to industrial operations of increasing scale to build Dyson spheres to harvest star energy by sending billions of tons of materials into space cheaply and using robots to assemble them, microwaves to beam the power back to Earth, space stations, the Moon and Mars. 

We can energize society with abundant clean energy with the help of AGI from the technological singularity. Machine entities have already helped human scientists discover thousands of novel crystals that will revolutionize batteries, CHIPs, vehicles, coatings, lubricants, food, fuel, energy, government, education, healthcare and all other aspects of applied science & technology, with better solutions that are cheaper, faster and more effective, especially curing of all disease and especially solving aging with age reversal technology. When people are able to live thousands of years they will start making much wiser and far more intelligent decisions that have continual long term benefits for all people, ecosystems, and nature. 

God wants people to make more clean electricity and to stop releasing pollutants. That means phasing out combustion of all carbon and hydrocarbon, and thousands of nuclear fuel breeding fission reactors hooked up online gone critical making commercial nuclear electricity and heat for green hydrogen, to desalinate sea water, for district heating and to make the world a better place by broadly decarbonizing all energy and radicals increase electricity production to energize all aspects of human activity with abundant clean cheap electricity for everyones benefit! 

Children Now A Premium Luxury Nearby / I hate Government

Where Meg & I live (King County, Washington State, USA) housing so expensive that having children either a premium luxury or makes families that would be middle class, poor. 

Selfish jerks that own apartments and other housing nearby for rent nearby, keep raising the prices because they can get away with it. 

The owners of most things are often people who have tens of millions in money in their banks and even more in investments, who already own multiple homes, boats, yachts, airplanes, helicopters, who want for nothing, who just keep taking even more of the economy for there personal selfish benefit, even though they know the doing so is harming others people, animals and nature! 

Namely ignorant narcissistic people like Donald Trump longtime friend of Vladimir Putin, born after WWII, who had the benefit of easy ROI investing with amazing yields, access to cheap housing and good paying jobs, appliances made in the USA that last a lifetime, cheaper vehicles, cheaper health insurance, cheaper food, and lower household operating costs. 

Now fuel, food, electricity, rent, clothing, vehicles and more are proportionally more costly or more expensive, thus pinching people who are retired on fixed incomes and people starting families, effectively shrinking the middle class of America with currency inflation and the loss of buying power of the US dollar, plus the cost of life's basics continuing to increase, increasing the consumer price index of everything in what is effectively a giant scam or rip off. 

Food prices are up 74% since 2000. Fuel prices are up 200-400% since 1999. Housing prices are up 10X from 1994. This means that family operating costs are around 2.5X higher than they were in the past. 

This often means that both parents have to work full time, which causes problems with having a baby or young child or multiple young children at home. 

There is no easy way around this either because the US dollar has lost a lot of its buying power due to currency inflation, further raising the consumer price index of everything for everyone, which pinches families with children even more. 

I am extremely angry with the US Government, the US economy, many US businesses, the PRC in China, greedily elite income earners, the IRS, the FDA and many other large corporations for insourcing, outsourcing, betraying the American general public, engaging in trade with China the most unethical company in the world, a culture of idolatry of money and materialism, vanity, waste and excess that effectively serve the kingdom of hell, such that such peoples are agents of satan oppressed and confused by demonic influence.

Amazon with 1151 lobbyists and owner of The Washington Post has political representation in the US government, as do many big pharmaceutical, oil, alcohol, processed food and big tech companies. 

American people do not have political representation any more and it's not a democracy in America, it's a plutocracy of crony capitalism that serves the wealthy elite and their friends in Government with tax breaks for billionaires while the working poor have their taxes increased! This is why people left Europe to come to America in the first place, to escape over taxation and radical income inequality! 

This means that life more expensive, more unfair and harder for our children and their children, thus the people in charge and the people with all the money, noting that 10% of Americans control about 96% of all the money, stocks, land, housing and businesses, (see Wealthy American Boomers, Billionaires and Beneficiaries of Increasing Income Inequality) 

The only people I know nearby the have children that are doing well have annual incomes of $200K or more // from a single high income husband and mom can stay at home // 

Of others that I know that have younger children with both parents working, they pay a nanny $35-50k per year for help with everything, and pay house cleaners and yard workers even more, since Mom and Dad are gone. To afford all these premium the annual income of such families $300K+ annually. 

Only 9.2% of jobs available nearby pay more than $150K per year, and only for highly educated, skilled employees with enough work experience history. 

Meg & I are DINKs or dual income with no kids, and still find that everything seems unfairly expensive or is effectively a rip off, especially housing and food prices now. I can’t even imagine how to afford having children on moderate incomes nearby. In a way its become gentrified and the only affordable housing far away from where the jobs are in high crime areas //

I know it sounds like winging or complaining, which it is, but in all seriousness, it makes me so angry that I feel bouts of suicidal ideation, depression, anxiety and stress and stopped trusting other people a long time ago! I feel surrounded by weirdos who I have nothing in common with. I hate that Satan is the prince of the Air of the Earth and why so many problems exist. I don't understand why God would create Satan or gave the devil free will to torment and punish humans for so long. I pray to God often asking him to come quickly and smite the devil and all the demons out of existence. 

Father God, Christ Jesus, Holy Spirit, Come Quickly and end this war, poverty, inequality, slavery, corruption and evil in the world! Please father God, come quickly and let your will be done father. I repent for my transgressions and sin and failure and ask for your forgives Lord God, and pray for other people that they will repent to you Father God and give you Praise and Worship and turn away from a life of habitual sin doing things they know are wrong in their hearts. I love you Father God, praise be to your Holy Name, Amen! 

Deep Frying Food at Home

One of the tastiest, best tasting and most amazing ways to cook a food and make it taste fantastic, deep frying often scares many cooks away. 

They say they avoid frying at home because deep frying at home is messy, smelly, dangerous, expensive, wasteful, annoying, and unhealthy. Though all these complaints have a logical basis, most of them can be easily avoided.

Do you operate your propane barbecue inside your home? No 

Do you operate your backup generator inside your home? No

Why would be operate a deep fryer, pot filled with hot oil, wok filled with oil or deep frying setup that emits fumes, smoke, oil vapors and is a mess that makes your home smell for days? 

Frying food does not have to make the inside of your home messy and smelly, and if you find that it does then just do it outside, or in a large 12in carbon steel wok with less oil (32 oz) for a 9in diameter pool of hot oil with about 2 inch deep in the middle, and operate this under the fume hood over the stove in the kitchen with exhaust fan turned onto the II or higher setting. Meg & I added activated carbon filtering being the stainless steel screen in the fume hood over the stove to capture more chemicals from the exhaust. 

You can easily deep fry on your deck, patio, driveway, in the garage with the door up, on an improvised table outside, near your home. You can even use a heavy 12 gauge 3 wire extension cord into a dedicated outlet to drag power outside to use a resistive coil heater or single burner induction heater to heat the oil. 

You can also use many different kinds of oil to deep fry, and the oil choice can have a huge effect on the nutrition and flavor, and possible cooling, filter capture with a funnel into some glass jars with lids and you can probably use the same oil at least 4 times or more. 

Peanut oil has the best price to performance ratio and widespread availability. Cash & carry, or ask them to buy some at Five Guys, you can find it at Costco, Fred Meyer, Safeway and many other stores. 

Choosing your oil wisely makes for a better overall experience, lower cost, and better taste! 

Tips for Deep Frying

Use a thermometer and aim for 400 F before cold food added so the temp drop goes to 360

Fry in the correct container for your batch size, smaller batches in a wok use less oil

Deep Frying Procedure

A. Get everything setup before you start, paper towel in the a bowl & salt or seating, your fryer pan or pot or deep fryer, then a baking trey or plate trey with your pre-prepped cut up foods. 

B. Think about the layout of your setup, and aim to fry in a left to right or right to left workflow setup.

C. Use a metal net spoon basket net to lower the cold raw or batter coated food into the hot oil for about 90- 500 seconds

D. Once the fried food is golden brown in color, turn off the heat or power so the oil starts to cool, and take the fried food out of the oil with the net spoon and place into a paper towel lined bowl. 

E. Give a light toss, then remove the paper towel from the bowl leaving the food behind, and immediately sprinkle salt or other seasonings into the bowl and give the food a toss in the salty seasoning. 

Fried Foods Taste Amazing 

Now you have salty fried food thats fantastically boom sauce awesome delicious and tasty. Yummy! 

** Cation, do not over crowd your oil, fry a net basket spoon full or small batches and enjoy at once! 

* Salt and or season your fried food immediately after the food done frying as the residual oil helps the salt or seasoning stick to and flavor the food. 

Wipe down any surfaces you seek to keep clean from oil droplets or oil spatter immediately after finishing. Clean with warm water and soap or paper towels or similar.

You can cool, filter capture in a funnel with a coffee filter the used warm oil into glass jars with lids to reuse the fry oil a few more times. The trick is to filter the warm oil to take out any burnt food particles.

Don't try to fry for a lot of people rapidly in a small setup, that results in too much food being added in quick succession, not enough room in the oil or crowding, a bigger temperature drop since more cold food will cold crash the oil temperature more, and results in uneven or inconsistent results. 

Watch This YouTube video to learn more https://youtu.be/ANtMFKfV3kE?si=y4_ltBGMd4UnRmNQ

Used Frying Oil to Biodiesel Easily

Many restaurants, grocery stores, and other businesses that cook, have a large dark blue or black painted steel oil recycling dumpster vessel in the back of the parking lot, where you can open the lid and pour your container of spent oxidize foul frying oil so that it can be turned into biodiesel to help reduce petroleum use and emissions, thus making the world a better place.

CMOS Digital Chips for ANN Training / Analog Chips on CMOS for Edge Device Energy Efficient Product Integration

Neural networks can be used for intelligence related computational information handling for inference, image recognition, synthetic vision, wifi network optimization, energy efficient building control optimization, vehicle energy optimization, design optimization, and many other complex system optimizations not possible with classical engineering applied to cost efficient solutions.

Think, unmatched innovation transforming society in ways that will seem magical, cures for most disease, clean abundant electricity, novel wealth creation, currency stabilization, new chemicals and energy resources, greatly enhanced energy efficiency via intelligent control of vehicles, buildings, factories, manufacturing. Novel mixing of technologies and solutions, hybridizing technology from different fields with new emergent products and services that are vastly better. Optimizing all aspects of human activity to reduce pollution emissions and improve profitability of business. Making laws informed with better information to help the economy, AI can help governments, police, fire, the military, e-commerce, retail, inventory management, logistics, shipping, tracking. Nearly every industry in the world will be revolutionized by full AGI that enables the technological singularity. 

That means humanoid robots that can do everything a human is able to do, that learns thousands of times faster than a human, that continually gains news skills and knowledge, that updates its AGI parameters and learning models with continual self improvement. 

Watch this video https://youtu.be/z8fYer8G3Y8?si=46TBlvHseaeQ7PnL

Also study this video on Randomness https://youtu.be/iT20A4KQxyM?si=B2Z2FljhdosiXBWI

Say it with me, STEM science technology engineering and math. Facts, physics, chemistry, energy, true or false, real or not, black and white, heat or not, light or not, God or not, you must make a choice, your not making grey choices, you make volitional free will choices with consequences. 

In chemical reaction systems the same is true, the system only does what it can, it does have an opinion or emotion, its just a system of chemical interactions with valence electrons exchanged between atoms elements and molecules of the inputs to form the outputs or reactants to products, often enable by a catalyst or enzyme made of a special protein in biochemical systems in living beings or lifeforms in the biosphere of Earth. 

Watch this to https://youtu.be/QqY8fY0TqaQ?si=VfEjeKXFZZjjcuwI

Enzymes and catalysis loan their outer electrons to lower the energy or activation so chemical reactions can proceed forward with less heat energy or energy input or can be more energy efficient. This is how the human body uses enzymes to enable all the biochemistry happening in cells thousands of times per second at just above room temperature, for without these protein enzymes or bodies would have to operate at near boiling temperature or around 100 C or 212 F. Instead we have body temperatures around 98.6 F or 37 C. 

See this about NVIDIA https://youtu.be/nVtb2vNUOdU?si=Sl1mFn2R0wUFtXQD

NVIDIA up %240 this year / Symbotic AI up %210 / Meta up %164 / C3.AI up %149 in 2023 alone indicating a potential AI sector worth trillions of dollars within less than 7 years by 2030! So after LLM like ChatGPT or after OpenAI, what is next // look to the following companies for examples. 

Alphabet Inc (AKA Google) Apple (iOS, Fabless TSMC Silicon), Microsoft (Software Defined AI on Azure Elastic Cloud Compute SAS) Salesforce CRM Software AI Enhance Customer Solutions, IBM (North Pole Analog Compute in Memory CMOS)(Watson on 60W Edge Computer {Discrete GPU Laptop} by 2030) 

Try this video https://youtu.be/gp_bQXcW_-s?si=ceGDTaN432KVrYm8

First machine learning training done to train for classification of sounds, images, text and video content. More recently generative AI able to create art, like music, images, stories, blogs, news, and videos & more that sometimes contain factual inaccuracies like Microsofts Erika, publishing fake news with false inaccurate untrue ideas. This means that as we feed data into these training models, the resulting finished models are able to create new novel data. 

In this way millions of new chemical crystals have been proposed to improve battery chemistry, materials science, pest management, chemical processing, industrial mining, energy related emissions capture, CO2 chemistry products, soot and PM capture chemistry, new ways of decarbonization, novel magnets and room temperature superconductors, and many other novel drugs and biologics that are going to be revolutionized with these obvious crystal chemistries that AI crated in ways that will help to improve products and services across broad fields of society in most world economies. 

As robots gain ever new skills to use tools to affect reality, even labor will be revolutionized by the robots brain edge compute AI models, predictive logic, analytical synthetic understanding, natural language communication processing, machine vision, broad generalized object recognition with high speed adaptive learning, flexible brain inspired software plasticity that can update the firmware to add features and functions that people never even imagined. In this way the some human assitant robots with AGI will become increasingly more intelligent, able to help more people in ways we can't even envision yet.

As AI moves from software, across hardware and into the physical world with call this Physical AI, where robots can play musical instruments as well as the best human musician, participate with energy limits in the Olympics in a variety of sports as gender neutral robots. With edge computer AGI the robot brain will integrate many channels of real time data from imaging sensors, microphones, force sensors, radar, lidar, sonar, RF, and other imaging techniques using microwaves, UV, IR and other forms of energy, taking these data signals and integrating them into the AGI models that make up the robots executive function and reasoning productive AI CMOS digital + analog on CMOS chips with computer in memory no clock massively parallel, inspired by the human brain, information processing. Multimodal large models utilized to make decisions and immediately implement them in real time "on the seat of their pants" like a human does when driving a car today. 

Consider the Eureka algorithm from NVIDIA on H200 GPU, that leverages the GPT4 large language models to help robots learn thousands of times faster. Training for these robot brains happens across massively parallel cheat to setup virtual world simulations that enable rapid learning and progress not possible with trial, error, adaptation looping or manual brute force robot programming thats is slow and costly by comparison. 

Using an LLM with iterative feedback similar to how human learn to speak, read and write, but one machines in virtual words, training can happen thousands of times faster, massively speeding up AI training. 

Robots in the real world will feed data to cloud computer virtual machine training simulations so that real world data can create increasingly large generalized models that pave the way to AGI or the technological singularity or Artificial General Intelligence. 

AI Technology and AI Startups are getting a lot of money today, since many companies realize the huge potential of these new tools to radically improve their profits with increasing sales of vastly better products and services. Even the more conservative tech giants in Japan known as SoftBank and NTT are investing in emerging AI technologies. 

The AI sector benefiting from new business partnerships with many different AI products and services, not a single AGI to rule all. This kind of diversification fosters rapid innovation from competition and global collaboration, between Microsoft and OpenAI for example. 

Consider how big tech investing billions into AI startups important to the entire AI ecosystem, like Anthropic, DeepMind, Hugging Face, AI21 labs, Runway , Cohere, Inflection, Databricks, Imbue, Adept and OpenAI. 

Look at Microsoft Cobalt starting with 100 on 5nm process with 105 billions transistors custom in house developed Azure Maia cloud AI accelerator chips optimized for LLM training and inference. How about AMD MI300X accelerated Azure VM's or virtual machines. Look at Intel development and deployment tools for the entire AI workflow, alongside a range of hardware unified by the oneAPI programming model. 

Custom silicon chips the new way to be cool, to differential products and design the chips with software and development tools to make integrating them into cloud compute and edge compute applications even easier. This means higher performance computers able to do more faster. This will eventually liberate Microsoft from costly NVIDIA solutions. 

What about Aleph Alpha raising $500m in series B as Europe's star AI capital capture tech company. Or the way that Meta's open source llama tool model that upsets the AI horse race. Why pay for a restricted or licensing for fee's AI model when free, unrestricted alternative are compatible, the way that GIMP does a lot of the same things that Photoshop does. Giant models are missing the fast iterative update ability of small variants with less than 20 billion parameters. The world tech companies should be enabling 3P integration collaboration, since multiply the speed of AGI develops has profound implications. 

Unrestricted AGI agents pose a security risk to data integrity, news integrity, able to easily quickly publish massive amounts of fake news, lies, misinformation, disinformation, false, misleading, confusing stores and articles that trick and manipulate people into believing things that are not true, not factual and not real. I am reminded of conspiracy theorist who claim the shape of the Earth is flat without offering explanations about what is on the edge of the disk or the other side. Obviously some people are insane! The insanity can be seen in early AGI agents left to their own devices with unrestricted access to the internet or World Wide Web. The three laws of robotics need to be applied to AGI models so they help people, not harm society. 

IoT or industrial internet of things, Symbotic AI a leader of cutting edge AI and robots for automating warehouse logistics for Target & Walmart, by moving robotic inventory carts carrying shelving of automatically integrated, tracked and organized inventory, with unmatched retrieval speed and precision. Amazon famously uses similar inventory robotics systems in their fulfillment centers by Kiva Systems which was acquired and internally developed. 

Tesla FSD or Full Self Driving the market leader in automotive autopilot or autonomous vehicle control technology. The hardware 3 & 4 custom inference silicon, and the OTA updated software, making Tesla a Big Data company with automotive EV robots collecting real world data with sensor fusion on Model S, 3, X, Y & now Cyber Trucks and Tesla Semi. Tesla building an entire ecosystem for AI with big training data models, custom AI accelerator chips, custom in-vehicle silicon, sensor data fusion, OTA data collection and feeding the real world EV sensor data into virtual world training for their next generation autopilot FSD algorithm stack development for L5 or level 5 autonomy as the market leaded in automotive autopilot commercialization. 

The development trend was from cloud training inferential AI, to cloud based generative AI, to edge compute physical AI in robotic systems that interact in the real world, such that we will iteratively improve towards full AGI or artificial general intelligence also know as the technologic singularity. This means robots with AGI will be able to perform any task that a human can perform. AGI sorta a moving target in the sense the ChatGPT would have been considered a Touring Complete AGI 20 years ago. Future full AGI with broad skills and immersive interactive generalized intelligence will enable rapid scientific progress not possible by any other means. In this way humans using AI will be able to do more with fewer resources, thereby reducing pollution and making the world a much better place to live. 

NVIDIA vertically integrate the design of an AI ecosystem from the software stacks to the hardware and even application engineering, who a holistic AI solution set of novel products and services that can help their engineers to design even better GPU and AI Accelerators. This means class leading process node CMOS AI chips with continually updated firmware OTA. Virtual worlds and modeling becoming an increasing focus of AI development since these technology allow energy efficient AI training. Interestingly these novel model environments will enable rapid scientific research experiments done with software modeling of chemical physical systems to learn even more about real world phenomena with novel insights used to informed improved designs of real world products and services, like GPU's with better light rendering with lower wattage chips that provide superior E-Sports playing experiences, smooth game play, excellent image quality, unmatched rending efficiency, and automated game asset development that makes new games cheaper to develop. Certainly we will see a boost to STEAM games both in terms of performance of games on many existing computers, as well as more game offerings to choose from. 

Amazon spends 14% of its revenue on R&D, as does Alphabet. Meta spends 30% on R&D. Apple spends 7%. Microsoft spends 13%. NVIDIA spends %27. Broadcom spends 14%. ASML spends %15. Tesla spends 4%. even PEPSICO spends 1% on R&D. 

Consider the value of Interactive AI that works with regular human people with natural voice in all human languages, as an generalized intelligence agnostic of platforms or differences freely willing to help anyone that uses it as a tool to improve nearly anything. Superlative AI will be given the power to make decisions in government and make real world actions happen that influences how society and human activity works.

Generative AI helping AI hardware developers and cloud computer service provides to optimized their parameters, control schemes, service speeds, security, access control, bandwidth, data integrity, uptime, operating cost, and many other aspects that improve customer service while also increasing revenue and improving profits. 

The Technological Singularity or creation of Super Intelligent AGI or Artificial General Intelligence already happening with the emergence of Google Gemini, Open AI, Chat GPT 5, and explosive growth of LLM large language models used in NLP natural language processing, LIM or large imaging models used in Synthetic Vision Object Detection & Identification or SVODI, and AVC or Autonomous Vehicle Control in AAP Automotive Autopilot Level 5 pre-commercialization LVCM or large vehicle control models. 

We are going to see 20,000 years of technological progress happening in the next 20 years, as generational AI gives us access to new crystals to improve displays, batteries, room temperatures superconductors, new drug discovery, novel biologics, cures for common diseases, the ability to modify the body with upgraded vision, upgrade executive function in the brain, enhanced brain memory performance, stronger bones and muscles, improved endurance and athletic performance. 

We will not only slow aging, we will reverse aging with genetic reprogramming, enabling people to live many hundreds of year, then thousands of years as we solve and creation solutions or cures for all diseases, including a complete understanding of the aging process to defeat aging mechanism and give people more time alive healthy and vibrant even in old age as though they were teenagers right up till the end in death. We might even learn how to cheat death, clone ourselves, enhance the clones and explore the universe in a big vast way. 

Nearly all aspects of human society will be completely revolutionized by AGI or the technological singularity. Forecasting shows that many Large Generalized Models of LGM AI just a few years away from widespread worldwide commercialization as Google Gemini integrated into many new products and service from the Cloud to edge computer in user devices running on small batteries. 

Neuromorphic computing really shines in computing at the edge, on low power devices, in robots and self driving cars. Imagine a robotic vacuum that actually understands what its seeing with its imaging chips to avoid fabric, cords, small object, fibers, thread, or other things that could be easily tangled into its brushes or rollers. Enhanced object avoidance that other side of AI security cameras that can identify different people correctly, so you can have it unlock your door with your Face ID matching its stored profile that can recognize you with different hair style, while your wearing a hat, or hooded jacket, glasses, if you have facial hair or not, and becomes flexible at accurately identify you, but sends your phone a notification if other people are present in its field of view with images of the people at image texts with other useful information, like the age of the person, which can be determined by inferential models in the smart camera. This means the camera will be able to identify pets and wild animals so it will not turn the light on unless there is a valid reason to, and can speak with people nearby using NLP. 

Edge computing AI means on your smartphone, laptop, tablet or low power computer, even a smart thermostat to control the HVAC in your home, in smart appliances, in smart lights with occupation detection and auto off when no one around. 

Intelligence can be added to a variety of end user applications that help improve the lives of the general public worldwide by making their fridge use less energy in its compressor with variable compression and variable throttling of the heat pumping, just as a smarter microwave with inverter control can throttle the magnetron to vary the heating RF wattage to better match food loads being heated to thaw frozen foods or heat meals or cook different food items, with image recognition such that the smart microwave can see what is inside and with auto heating modes also more evenly heat the products by varying the rotation of the circular glass plat that rotates the food. It will be able to detect if water or other fluids are being heating and use optimized modes for each kind of thing being microwave heated. 

Putting more intelligence in a product means that it will be able to operate with better energy efficiency. Imagine a smart washing machine that uses multi-spectral imaging and water quality analysis to determine exactly what kind of items your washing, how much soap to use, what water temperatures to use at different stages, the amount of rotation and rotational speeds, to optimize spin extraction of moisture so that hang drying faster and more effective or to use less energy in the heat pump dryer. 

Imaging smarter vehicles where the computer can enhance driver & passenger safety in all weather conditions, drive the car itself with autopilot, prevent collisions with automatic emergency braking, help to keep the vehicle centered in the lane or avoid pot holes with lane keep assistance and many other advanced driver assist features running on edge compute inside the network of many chips in modern automobiles that have more than 100 chip modules that do compute over OBDII today, but LAN much faster networking in future emerging vehicles will enable Level 5 autonomy and autopilot thats as good or better than the best human drivers in all real world driving conditions and unpredictable situations with superior consistent safety. AI can be used to reduce fuel or energy use to make the vehicle less expensive to operate, as well as using microphones and audio analysis to help determine problems for maintenance and repair with intelligent analysis of the waveforms or sounds emitted by the engine, transmission or drivetrain, or analysis of NVH data to tune the variable electronic suspension for varied road conditions to improve ride quality or reduce in cabin noise with active noise canceling. AI applied to the vehicle HVAC can make heating, defrost and cooling more efficiency, while also reducing emissions. Intelligence created by the AI on the vehicle can give mechanics useful insight into what needs servicing or repair, including notifications to the driver that its time to change the oil in the engine or transmission or gear reducing or transfer case or differential, or time to change a belt or chain, or other wear items. The AI can even schedule appointments with the mechanic and drive itself with L5 autonomy to be serviced. 

Robots with AI will be able to help accomplish even more to solve all the worlds problems, especially helping disabled people at home, providing better patient care in hospitals, helping diplomats and leaders to make more informed choices when crafting new laws, revolutionizing transportation energy efficiency and helping to decarbonize energy worldwide. AI poised to completely enhance many aspects of human activity with more intelligence applied. Energy efficient SNN or ANN operating on CMOS digital and Analog and Device Specific Custom ASIC chips means that robots with finite battery capacity will have human skill motion control and NLP to communicate with people using natural language with Turing complete intelligence so that people can have deep conversations with the robot about complicated topics, while the robot will be able to help around the house with dishes and laundry and yard work, even vehicle maintenance, home painting, siding repair, roof repair, plumbing and electrical repair. 

Edge compute case robots with enhanced AI will become a valuable high performance personal assistant to many disabled people and older people at home, where the robot can cook meals, go grocery shopping, operate the appliances, and plug itself back in to a regular power outlet to recharge, automating, without any human interacting with the power cord for charging. Personal assistant robots will be very useful to improve patient care in similar ways, acting as helps for the nurses and doctors and to better communicate with patents, to prevent medication mistakes and improve workflow and talent utilization of the hospitals staff, for scheduling, routing of ambulances and other security functions and services. 

Level 5 autonomy in an automobile for example, will be leveraging much digital CMOS chips with less analog chips doing specialized noise reduction sensor processing for imaging chips, radar, lidar, sonar and other synthetic autopilot vision technologies that enable the vehicles onboard computers to drive as safe as the best human driver or pilot in all weather conditions in the real world. 

Training the algorithms has to be done on digital computers because of the varied operation and parameter required to teach the neural network how to identify things, how to predict or infer things, how to manipulate data for optimization of complex systems, for generational creation of game assets and content, to make music, art, movies, commercials, news, stories, posting, blogs, even to write software and self optimize continually as more is learned by the machine entities that simulate natural brain intelligence though the use of complex neural networks like SNN spiking neural networks, ANN artificial neural networks, with Convolution Networks, Deep Learning, Machine Learning, and many other artificial intelligence technologies being well funded and actively developed by most big technology companies that are in an AI race worldwide. 

Whoever controls information in the future controls all world economies!

Reality consists of energy & information. Matter is an illusion made of energy via E= MC^2 as Einstein demonstrated mathematically with classic physics equation. What's more is that improvements in quantum science and quantum technologies will enable even more novel integrate circuits, ASIC, FPGA, EPROM, RAM, SOC, CPU, GPU, with ever increasing energy efficiency or more computations per watt of energy. 

A specialized analog chips running special tuned algorithms made on large digital server cloud compute with huge data training sets, can enable an analog chip operated signal processor used on an automotive vision chip imaging sensor to process visual data to identify objects, people, vehicles, infrastructure, signs, animals and other real world things or stuff that are happening in, near or around the vehicles place of operation while its stationary, backing up or traveling forward. 

Sensor fusion means that autonomous vehicles can see 360 deg in all directions at the same time by mixing signals for different sensors. Mixed signals processors are essential for mixing these inputs to give useful data with energy efficiency operation (a few to tens of watts) to the vehicles increasingly sophisticated MCU (low power optimized) or master control unit that controls the ICU or inverter control unit (compute modules), ADAS control modules, Autonomy Control, ECU or Engine Control, and many other integrated compute modules that combine with in vehicle networking superior in bandwidth to OBDII with LAN technology or local area networking that improved computer networks data throughput in many stationary buildings to bandwidth speeds billions of times faster than common vehicle OBDII data systems. 

Effectively automobiles have become similar to a mobile data center with hundred of chips and fast networking connecting the compute modules. Features for drive assist technology have driven the increasing use of wiring, compute, chips and software in common on-road cars, SUV's, and trucks sold to the general public commercially worldwide. This is why I chose vehicle autonomy L5 as an example of where analogy chips will work with digital CMOS to enable autopilot with excellent safety. 

In healthcare patient health data analogies with AI can help doctors screen patients for enhanced preventative medicine, to detect problems with health before they harm the patient. This means better outcomes for more people at lower cost, and easier workloads on the doctors too, who can use these new tools to help patients faster, cheaper and more effectively. Data from the patients fitness tracker, like Apple Watch or Fitbit, can be integrated with medication information and health history data, so that an AI can perform complex data analysis to give he doctor and each patient useful insight for actionable health improving suggestions and information. This way blood test data, and other bio-data collected from patients can be combined with diagnostic testing data and bio-tracking data from fitness trackers and other health tracking devices, to create Wholistic Science Based WSB AI Enhanced Patient Care or AEPC! 

In financial markets AI can be used to stabilize the economy and currency systems. This can help government to better serve the general public with laws against fraud and other financial crimes integrated into the AI framework to help authorities activity identify bad actors faster, cheaper and more easily. 

AI applied means that many applications will become faster, cheaper and easier to do more effectively. This will make many aspects of life more affordable for everyone. AI means that doctors can help their patients more, teachers can teach the students more, people will gain useful insight to tune and optimize their lives continually, enabling people to use less energy at home and work so they save money on utility bills, to use less fuel or energy in their automobile so they save money on charging or refueling. 

Many manufacturers can tune HVAC, processing equipment and product handling, with AI that can suggest optimizations after studying operations. AI thermostats or learning thermostats for example can handle the blowers, heat exchanges, heat generators, cooling systems, pumps, switches, controls and other sensor data, to continually create better control schemes or building control algorithms. This means the operating costs of many manufacturing operations will become more energy efficient or lower operating costs, further improving profits and revenue. 

In many large business communications interruptions or communication failures between employees means a lot of skill and talent not applied effectively. AI can be used to maximized productively with automated communications that helps them connect to other relevant employee's to collaborate in novel ways that make operations more efficient and more effective. This means that products and services can be improved faster with the more intelligent leveraging of employee skills, knowledge and abilities. In this way many businesses will be able to make better use of their employees, tools, and equipment to generate more profits. 

Watch this video https://youtu.be/yG5Pvk9Bkqk?si=XIdENY3KMnNovcjD to gain deeper insight into this emerging technology, phase change memory, analog chips, and digital computers essential for training artificial neural networks, generational AI models and many other uses of arterial intelligence or AI in commercial applications. 

Watch this video too https://youtu.be/p0W5eHn5sZ0?si=bkuTOBM1lQFb6i-a

And this one https://youtu.be/n29WWr4g6sc?si=tyM3a-ukrrIo-RPt

See this as well https://youtu.be/Hz8yZUXsYrs?si=GM57peMZRhzWt9b4

My goal to this post. If you read it all and watch the linked video, you will gain a deep understanding of emerging AI technology, science & engineering and how all these topics are related, with huge opportunities to figure out which companies to invest your money into to make large returns on investments or ROI. 

Take what I post with a grain of salt, these are just theories and conjecture based on real world data and trends, not absolutely predictions since I am not God and do not know everything. I do however study a lot more than most people and continually learn online to gain deeper understanding into how everything in the world works. 

Fueling Engines with a Methanol & DME Economy

A Methanol economy energized with methanol & dimethyl ether DME as replacement fuels for gasoline and diesel fuel (jet fuel) as primary liquid and gaseous fuel energy and for energy storage, transportation fuel, and as raw material inputs for synthetic hydrocarbons production and the myriad of petrochemical products made with this virtually ubiquitous petroleum or crude oil fossil fuels today.

MeOH & DME are a compelling alternative to a far more expensive hydrogen economy or and less sustainable ethanol economy.

Methanol produced from a variety of sources (natural gas, coal, oil shale, tar sands) as well as agricultural products and municipal waste, wood, and biomass.

For decarbonization Methanol & DME can also be made from chemical recycling of carbon dioxide or CO2.

Nobel prize laureate George A. Olah advocated a methanol economy!

Methanol a liquid fuel like gasoline and can be used as a fuel in existing gasoline fueled ground vehicles with slight modification to the fueling system and ECU tuning.

DME a gas like propane stored in metal or composite tanks, and can be used to fuel existing diesel engine vehicles with a modest conversion modification of the fueling system and ECU tuning.

Methanol produced at industrial scales as a bio-fuel can be made cheaply at the trillions of gallons scale needed to phased out gasoline worldwide, and can be made very inexpensively at high volume in existing oil refineries upgraded with the needed modifications.

DME can similarly be produced cheaply at a trillion of gallons high volume scale at existing oil refineries and make use of propane distribution equipment, tanks, pumps and similar, with a small amount of synthetic oil added to lubricate gaskets and seals.

DME was the first refrigerant gas, and still used along with propane as mixes to move heat around in pressurized cooling systems as the low boiling point working fluid.

DME an excellent solvent, works as a MAP gas replacement, to freeze off warts, in engine starting fluid, and smells nice, though very flammable. DME much cleaner burning with a pale blue flame, like methanol, butane, propane, very clean compared to the sooty flame of gasoline or soot formed when diesel burned in engines as PM or particular matter emissions.

Hydrocarbon Superlatives Hard to Beat

Fossil fuels are so well developed, cost effective, enabling vehicles to start in low temperatures, widely available, relatively cheap for the chemical energy content as unleaded gasoline and diesel, and provide a tough competition in terms of the scale of production and cost per unit to any emerging incumbent e-fuels or biofuels or alternative fuels. 

H2 Expensive / Like Paying $18/gal or $5.50 per liter for gasoline // 

Hydrogen the most expensive of all the fuel types because its expensive and hard to pressurized, leaks through most metal bottles and causes metal embrittlement, and very energy intensive and hard to liquify and keep liquid at ultra low temperatures in expensive specialized rocket cryogenic H2 fueling systems in large insulate refrigerated cryocooler enhanced spherical storage tanks by NASA and similar, think nation state budgets for aerospace, not an affordable fuel for ground vehicles or regular roadway transportation automobiles. 

Fuel Blending Solution 

Ethanol and methanol and blends of gasoline with ethanol and methanol work as fuels and sold as such for use in engines compatible with E10 and M15 and E85 and M85 respectively. As corrosive alcohols, they damage aluminum, so the fueling system must not contain aluminum, and must be made with copper nickel and stainless steel. Also the fuel alcohols damage some kinds of plastics and gasket materials commonly used in existing gasoline and diesel fuel systems. The automaker must deliberately design alcohol resistant fueling setups to enable flex fuel use of ethanol and methanol blends mixed with gasoline. 

Ethanol Free Gasoline Stabilized

For many years I have been fueling my vehicles with ethanol-free or E0 ethanol while most local gas stations sell gasoline with up to 10% ethanol. There is an app for Android or iOS called PureGas where you can locate a fueling station nearby that sells pure unleaded gasoline without ethanol. 

Pure gas works better in small engines with carburetors, in pre 2003 on-road vehicle engines, has more chemical energy and makes the tank, fuel pump, likes, injectors, seals and gaskets last longer. I also add red oily fuel stabilizer to gasoline tanks & cans which increases gasolines shelf life from 3 months to 2 years. I really like propane and butane as clean burning fuels too! 

EV Range Confusion 

I tried 3 different battery electric cars with 24, 30, and 40kWh of battery and was very disappointed with the real world range in winter weather and on topographically variable mountainous roads nearby and when driving in cold winter weather with the HVAC at full blast to defrost the windows and warm the cabin. I tell people that BEV or electric vehicles with battery energy that the stated new battery range more like 40% of what the automaker is claiming in worst case winter mountain pass climbing with full HVAC use. 

EV Battery Fading 

EV batteries fade with time, meaning the range per charge decreases also. For EV's to compete against gasoline fueled vehicles they need 150-400kWh of battery and have to be able to be charged to 80 in under 10 minutes on MW level 4 and level 5 DC chargers that are much more powerful than the best L3 DC public chargers today. 

Slow EV Charging 

A typical on road gasoline powered passenger car can be refueled with 300-400 mi of fuel range in less than 7 minutes at a typical unleaded gasoline retail station. That's hard competition for slower EV charging speeds that are more commonly around 30 minutes or slower for the same range added. This means that people spend about 4X more time fiddling with charging EV's than they do fueling gasoline powered vehicles. 

Though many people who own battery electric vehicles also park inside garages with L1 or L2 slow chargers that can charge all night long and add plenty of commuting range by the next morning for most daily commutes, though EV's are still terrible for road trips, largely because a lot of public EV charges don't work or are broken and needing repairs. 

Understanding Methanol via https://en.wikipedia.org/wiki/Methanol_fuel

Methanol fuel (MeOH) an alternative biofuel for internal combustion engines, often in combination with gasoline for better cold start performance.

Methanol(CH3OH) less expensive to produce sustainably than ethanol fuel, the E10 part of regular unleaded gasoline made from GMO corn in the USA. Methanol toxic to humans like gasoline and has lower energy density, but also safer for the environment than gasoline, is an anti-freeze agent, prevents dirt and grime buildup within the engine, has a higher flashpoint in case of fire, and produces horsepower equivalent to that of super high-octane gasoline in higher compression engines optimized for methanol fueling.

MeOh can readily be used in most modern engines with a simple software setting tweak and occasionally a change in a cheap fuel seal or line. To prevent vapor lock in any possible circumstances due to being a simple, pure fuel, a small percentage of other fuel or certain additives can be included.

Methanol (a methyl group linked to a hydroxyl group) made from fossil fuels and renewable resources, in particular natural gas and coal gas, and biomass, and can also and importantly be synthesized from CO2 (carbon dioxide) captured from combustion or the atmosphere. The vast majority of methanol produced globally is currently made with gas and coal.

Many large commercial MeOh production projects, big capital investments, and the production of green-methanol increasing steadily throughout 2023. Methanol fuel is currently used by racing cars in many countries and has seen increasing adoption by the maritime industry.

Bio-methanol, also known as green-methanol, may be produced by gasification of organic materials to synthesis gas followed by conventional methanol synthesis. This route can offer renewable methanol production from biomass at efficiencies up to 75%. Widespread production by this route has a proposed potential to offer methanol fuel at a low cost and with benefits to the environment (Hagen, SABD & Olah).

Increasingly, methanol fuel being produced using renewable energy and carbon dioxide as a feedstock.

Carbon Recycling International, an Icelandic-American company, completed the first commercial scale renewable methanol plant in 2011. As of 2018, Enerkem has been producing bio-methanol through the conversion and gasification of municipal solid waste at its Edmonton facility. As of July 2023, construction for the $1 billion Varennes Carbon Recycling Plant, producing biofuel methanol through non-recyclable and timber waste.

During the OPEC 1973 oil crisis, Reed and Lerner (1973) proposed methanol from coal as a proven fuel with well-established manufacturing technology and sufficient resources to replace gasoline.

Hagen (1976) reviewed prospects for synthesizing methanol from fossil and renewable resources, its use as a fuel, economics, and hazards. Then in 1986, the Swedish Motor Fuel Technology Co. (SBAD) extensively reviewed the use of alcohols and alcohol blends as motor fuels. It reviewed the potential for methanol production from natural gas, very heavy oils, bituminous shales, coals, peat and biomass. 

In 2005, 2006 Nobel prize winner George A. Olah, G. K. Surya Prakash and Alain Goeppert advocated an entire methanol economy based on energy storage in synthetically produced methanol. The Methanol Institute, the methanol trade industry organization, posts reports and presentations on methanol.

On January 26, 2011, the European Union's Directorate-General for Competition approved the Swedish Energy Agency's award of 500 million Swedish kronor (approx. $56 million January 2011) toward the construction of a 3 billion Swedish kronor (approx. $335 million) industrial scale development biofuels plant for the production of Biomethanol and BioDME at the Domsjö Fabriker bio-refinery complex in Örnsköldsvik, Sweden, using Chemrec's black liquor gasification technology.

Interval Fasting Protects Your Brain with Autophagy

When you stop eating, about 5 hours later, usually at night while your asleep, your body goes into nutrition ketosis, meaning you have already digested what you ate at your last meal, probably dinner or desert, and while you sleeping you body starts burning stored glycogen and fat for fuel. 

If you do like me and skip breakfast and just drink black coffee or tea with nothing added, and or water first thing early in the morning and wait as long as you can before eating lunch, that means your body in a interval of fasting between when you last stopped eating the day before and when you start eating today. 

For many people a great starting place with interval fasting is to skip either breakfast or dinner. 

One meal per day means a big lunch, no dinner, no breakfast, and one of the most extreme forms of interval fasting. Also if you choose to skip breakfast and eat lunch, eat dinner earlier, like many older people do, and that gives your body more time to break down foods into liquids for digestion, since food has to become a liquid to pass across the membranes in the gut, small and large intestines, and colon respectively. 

Autophagy comes from the Greek terms for "To Eat" and "Ones Self" or in other words, for your body to eat itself, cleaver given they knew that in antiquity, since fasting has been part of human cultures around the world for thousands of years. Before that, food was not always readily available and the hunter gather peoples way back then went many days without food, especially during winter. 

When people have surgeries, colon inspections by protologists and similar gastric medical procedures, they have to stop eating solid food, only drink liquid food, then drink a bunch of laxative fluid from a giant plastic jug, that way all the poop is gone by the time they come in for the medical procedure. 

I was developing type 2 diabetes, gastric bloating and gas and liquids of mucus and similar coming out of my anus, and had to start wearing underwear liner pads that my lovely wife shares with me, because I was having gastric problems, my liver was enlarged, my triglycerides were too high, and I was having yet to be discovered, very high blood sugar levels. By the time I finally did a blood glucose test, the first test was 347 or really high blood glucose levels. 

Stunned, I went online and searched about how to cure Type 2 diabetes, and found many YouTube videos by doctors about Keto Diet, a low carb diet, interval fasting, the science of fasting, water fasting, fasting, how to fast, how to fast with Type 1 diabetes by reducing insulin intake by 50%, how to water fast at home, and many more, that explained how the human metabolism works, how carbs and starches and many beverages have a high glycemic index meaning they easily raise blood sugar levels quickly. 

Fiber consumed with carbs reduces the blood sugar spiking effects of high glycemic foods like sugary soda, candy, pop, dessert, pie, ice cream, bread, rice, pasta, anything made with flour, potato, or other starchy, carbohydrate, cheap, abundant foods, especially the nasty sugar itself, as toxic as ethanol when abused. I think sugars are dose dependent toxins just like ethanol. 

Even yeasts are improved by interval fasting. Many research animals show tremendous improvements when interval fasting. When animals eat too much, too often, the wrong things, unhealthy sugary foods, then they get brain fog, have memory problems, can't focus, can't remember things, become forgetful, develop dementia, and there is plenty of emerging evidence the nutritional abuse of food, emotionally eating foods in excess, especially eating sugary foods, a probably main cause of Alzheimers disease. 

That is what it means when the researchers are publishing online that the overconsumption of foods makes people fat and sick, but is also neurotoxic or poisonous to our brains just as much as ethanol abuse.

Recently in many different scientific research projects about the human body, health, the metabolism, and physiology, and nutrition have well demonstrated and proven that interval fasting provide a cellular defense against malignancy, cancers, infections and neurodegenerative diseases. 

There exits more evidence that sugar foods cause ADD and ADHD in children, as well as rotting their teeth away, these junks foods also make children obese, especially when combined with inactivity or sitting around all the time and not exercising or getting enough physical activity by going for walks, playing sports, doing physical activities, playing outside games, going for a bicycle ride, hiking or doing something physically active that moves the blood around and helps our brains work better. 

When we eat, it blocks autophagy, and thats why a lot of cell repairs happen at night while we are asleep. Most people do not eat while they are sleeping, except in their dreams, but hey dreams are not real, though dreams can seem just as real as reality, since your brain a virtual 3 pound universe of 86 billion neurons and can accurately simulate your waking sense of reality while you are lying in bed virtually still as though your barely alive or almost dead, asleep in REM stages or NREM, but the fun happens in REM or rapid eye movement, where a few minutes or REM can feel in the dream like entire days, weeks, months or even years. I have woken from nested dreams 3 layers deep, meaning I woke up 3 times in a row, only the last time entering objective reality as we know it and collectively agree about it. 

Sleep health is very important for your overall health because not getting enough sleep makes people more hungry and one of the reasons that people overeat, is because not sleeping blocks leptin production so they don't feel full as fast when eating. Sleep deficits also up regulates or increases the release of Ghrelin the hunger hormone that makes people hungry, or stimulates their appetite for foods and beverages. 

Water is my favorite beverage, other than dark roasted coffee beans made into espresso, or into the French Press as coffee, or the AeroPress as coffee thats expresso like. I love coffee & espresso! It's not an addiction, its obsession, and packed with health benefits like soluble fiber and polyphenols :) 

I really love dark roasted beans with full flavor. The freshly ground coffee smells so amazing that Meg & I both have this awe inspired joy from taking a full whiff. I grind with a dosing funnel directly into the 54mm basket, somewhere between 5-12 grams of finely ground coffee, espresso fine. I use a 3D printed solid PETG basket holder and press to firmly press the grinds into the basket, then screw that basket and handle into the espresso machine thats been on for a while to get the water heating block up to temp, so I can pull shots right away. Compared to the French Press, the espresso setup is much faster :) 

Lately I have been adding a splash of Soy Milk to my espresso. I also do a longer pull, in stages, at different temperatures, to extract even more from the freshly ground beans that I grind with the high precision Eureka Mignon Notte grinder that I spent several dozen hours tuning to get the exact grind setting I like. 

This allows the aftermarket stainless steel w. hard wood handle basket pulling shots of expresso barista style with slow mo video worthy juicy delicious luscious thick lovely expresso flowing down in the white ceramic mug like some kind of celestial miracle in the morning, around 4 or 5 am that helps me wake up for the day. 

I actually went back to bed and was able to sleep after having a single pull of espresso, and got a couple hours of added sleep this morning. I have time off thankfully because of 'Winter Break" associated with Christmas Eve, Christmas Day, New Years Eve and New Years Day, then its back to work on Jan 2nd, driving the School Bus with the middle school children that I care about, as I focus on absolute safety while driving :) 

Homeostasis a way that your body tries to balance all of its processes. Many things, like hormone disrupting pollutants are toxic because they knock things out of whack in the body, disrupting homeostatic processes in ways that harm cells and organs and flesh. 

Many toxic metals for example interfere with the electronic transport chain of the citric acid or TCA cycle, the way our bodies make ATP cell fuel energy from ADP using electrons and hydrogen ion movement and O2 from the air we breath via oxidative phosphorylation. #physiology #medicine #science get your facts on people! I understand the human body better than many doctors and nurses, because I study it continually with the intention of learning and understanding well enough to explain what I learn here in the blog and IRL to other people. 

Fasting short term a simple, cheap, easy way to get your cells to clean up and recycle broken cell funk, metabolites, goo, cell garbage and cell waste, and use those molecules to make new cells, automatically, when your not eating or busy digesting food, at night while your asleep. 

For adults the best nutritional advice I can give, skip a meal! Going hungry is fine. Drink more water and take a pinch of salt. You can easily go 24-48 hours without food, just makes sure to drink enough water to stay well hydrated. Your urine should be light straw yellow or pale yellow in color, clear, without bubbles, if you're well hydrated and in good health. 

Click to go to the science article if your want to read the TLDR ver. or deep dive via the link -> https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3106288/

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All World Problems Could Be Solved with A Healthy Fear of God

Energy and money alone do not make a happy life, but we can create a lot more of everything for everyone while also reducing pollution, improving recycling of all materials, and radically improving the health of nature, soil creation, fresh water creation, electricity creation, more healthy natural organic foods at lower prices, and better healthcare options that are more affordable, especially cures like the one created for Hepatitis C. 

Who Are You ? You're Not Everyone! 

How about a level of concern against animal cruelty, but then why do we allow the war in the Ukraine to persist? Why slavery still happening? People are animals, why not human animal cruelty? 

A baby is born with a blank brain and knows almost nothing, so its up to everyone alive to cultivate children with edifying lessons to teach them to be a high functioning, ethical, fair, loving, moral, kind, humble, respectful, polite adults who treats other people with dignity and respect. But there are a lot of low life's who have children who are unfit to be parents, people who are not even fit to own a dog or cat, let alone a gold fish, who are allowed to have children, that everyone else has to pay for, indirectly! 

If they know in Medicine how to cure Hepatitis C then it is obviously technically possible to cure AIDS, Cancers, Heart Disease, Autoimmune Disorders and many other kinds of illness that plague healthcare costs in America, that causes avoidable pain, suffering, inflammation, anxiety, fear, stress and loss of life that leaves the people with grief and sadness. With war, a lot of people die, but the same problems continue? 

What is wrong with people? Why do people like violent and perverted content? Why do people abuse narcotics and unhealthy foods? 

We know with science how to solve nearly all the problems in the world and there are more solutions and technologies than problems to solve. 

I am saying that it's evil sicko's, selfish narcissistic whacko's, weirdos and despots in large business and governments that are making life worse for everyone, including harming nature in ways that do not have to happen, though entrenchment of toxic industries that pollute the biosphere of Earth with poisons that sicken people with preventable disease, like hormone disrupting chemicals and the Neonicotinoids that cause Bee Colony Collapse. 

A French envoy of 20 scientists came to USDA in the early 2000's to explain that we need to spray agricultural pest control chemicals at night in the dark when the bee's are not out flying around foraging, pollinating and making honey. 

The USDA and big agro said that would cost too much, to put lights on the tractors and farming equipment, and spray at night. Moreover, systemic pesticides that sterilize the pest species work with much less chemical spray and are much safe for ecosystems and human health. If I know that and write it here, what in the hell is the USDA doing to help farmers understand this? 

Its cultural and social forces of ignorance, hatred, negativity, biogotry, fear, anxiety, stress and confusion that cause people to harm each other, to hurt and harm other people and themselves, to harm nature by blinding ignoring pollution emissions by effectively putting our heads in the sand so long as such emission do not hits us in the wallet directly. Americans have become selfish to an extent that everyone is all about celebrity, idolatry of money and wealth, materialism, vanity, excess and waste. 

I think a lot of the negative changes in America are due to increasing evil that causes school shootings and other massacres. People in America no longer have a reverential holy fear of God! They even worship themselves and other flawed hypocrites and sinners who are unworthy of being praised. 

Guilty of worshiping nearly anything other than God, I don't even trust people anymore unless given a solid reason. I a skeptical and suspicious of other people. Wolves parading around in sheep's clothing seeking to harm, hurt, steal from or kill, and this motivates me to carry protection, like a plastic pen that I can use as shank to stab for self protection. Imbeciles in government might want to outlaw guns, but no rational government is going to take away kitchen knives, pencils, pens, utility knives or other sharp objects like a broken wine bottle that can be used in self defense situations. 

I particularly hate government from over taxation, currency inflation, insourcing, outsourcing, selling off the economy or large sections of it, while also giving the hyper wealthy tax breaks when these people already want for nothing, then increasing taxes on the marginalized working class and poor people who have to spend most of their money on rent, food, fuel and life basics, and are largely unable to climb the economic ladder. 

I find it surprising given the level of different technologies that you highlight that we are not living in a technologic nuclear breeder reactor abundant energy & wealth diffusion utopia worldwide. It amazes me that so many solutions exist at the same time as so many problems that remain unsolved. 

Why do humans for example wage expensive wars against other humans? 

Why does crime exist if transparency can end it? 

 Why do some parents not love their children (fatherless) and why do some children not love their parents?(Some have even killed their parents)(School Shootings Too) 

 Why are some people insane? 

Why do we continue burning carbon to make grid power when we started using atomic energy 50+ years ago ? 

If we can make fresh water from sea water, there should be no fresh water shortages. 

If pollution of automobile engines can be largely eliminated with emissions controls, catalytic converters and similar, why can oil refineries not be upgraded to reduce air pollution emissions? 

I could go on and on, but we have a lack of STEM educated people in the USA and making CHIPs or IC like GPU, CPU, SOC on leading nodes requires a lot of highly educated STEM people // I am just such a person but work as a School Bus Driver because I hate the system that rewards selfish jerks and stupid celebrities when amazing scientists are not exactly household names or achieving fame of any kind. 

America's have become more superficial, self serving, arrogant, vain, and materialistic, but then again that happens with people in other countries too. 

Why so much fragmentation, division, hatred, bigotry, ignorances, confusion, people claiming the Earth is flat and similar? 

See cultural forces are more powerful than technological progress or innovation and hinder mankind from a better existence.

Sometimes the old way is better than the new way / French traditional butter tastes better and lacks questionable substances like pesticide residue thats present in petrochemical industrial agriculture America where GMO cows eating GMO corn make GMO milk and GMO butter and dairy products that have strange hormonal effects on people that consume them. 

Why do so many people take multiple drugs instead of addressing lifestyle issues that cause preventable sickness? 

Why is fasting not a normal part of modern disease of civilization? 

Why are there thousand pound people now? 

Why do we allow light and sound to cause sleep disorders? 

Why are buildings not more insulated for better energy efficiency that also blocks out the sound of barking dogs and traffic? 

Why so many leaking natural gas pipes and power wires under wind bouncing tree branches? 

Why so many pot holes in roads and failing infrastructure? 

Why so much hatred in the world? 

Why do people not love each other and nature and animals more? 

Why are people excessively selfish? 

Why do we not care about one another more? 

America been on a social and economic decline for decades. Look at the price of gold and consider the inverse relationship between gold prices and the health the economy. Your money, the USD or dollar has been losing value fast since 1964 where evil sicko's took America off the Gold standard. The people who benefited from this are dead! Now we are left to pick up the pieces with overpriced housing and the costs of life's basics effectively making everyone more poor. 

The covid 19 economic debacle was just a prevue of what is happening when the US economy goes off the end of a cliff in the near future and when WWIII unleashed a bio war that reduces human population worldwide by 90 within 3 months. 

America outsourced a lot of its critical industries in what amounts to ignorantly chasing the maximization of profits with the lowest possible operating costs. I am thinking of dutch ovens made in France that cost $400 when similar are made in China for $60 // but I would rather send my money to France than China, I like France more for many reasons. Especially because the French government does a better job of treating French people well! Shame on the USA for allowing people to go bankrupt because of injury or illness and not giving everyone basic public healthcare options.

I hope I upset or frustrated someone, so they go out and are challenged to solve these problems, even if just internally in their minds by giving God praise and worship immediately calling all their thoughts into obedience as to the Lord as did Christ Jesus who encourage us to do the same as he went around performing healing miracles on people during his time alive! 

How about you? Do you go around healing the sick and performing miracles? No, you don't. If your reading this your probably like most modern people, confused deeply and in desperate need of spiritual, moral and mental health improvement! You know how I know, I am part of the problem. Instead of fixing these problems in the world, I write about them one here effectively complaining publicly. To this end I want these posts to enter the ether as a record of my thinking, as a record that I actually care about myself and other people and love God in my heart and mind, the same way that I love my wife, my life, all the blessings that God has given me even though most of it does not make sense, because he blesses those who love him, even though it does not make logical sense in the world. 

What we see with our eyes and even tools, tells us very little about what is actually happening in the Universe, in reality. The Earth is in the galactic boondocks, a dim rural part of a spiral arm of the Milky Way galaxy, which orbits around a giant black hole at its center. There are trillions of galaxies with billions of starts and even more planets around each star, many thousands of Earth like planets with similar conditions, temperature, pressure, water, air, just not able to be reached with finite fuel rockets, we can only get to those distant earth like planets with nuclear energy powered spacecraft! 

Artificial Neural Networks ANN Data Matrix Multiplication

Artificial neural network ANN are a grouping of connected software defined nodes, inspired by a data flow optimized simplification analogy of biological neurons in a brain. In the image above each circular node represents an artificial neuron and an arrow represents a connection from the output of one artificial neuron to the input of another, analogues of the axon and dendritic connections in brains and how they cascade data around via activation potential analog biological information processing on slow cycle rate massively parallel neuron brain cell systems that self assemble in nearly all higher lifeforms on Earth from Epigenetic, and Genetic data from chemicals from foods made of atoms shared by all materials on Earth. Actually the human body contains more than 125 chemical elements from the Periodic Table of the Elements.

The commercial importance of ANN can be understood through the value of the many applications that can be optimized with machine learning and neural networks. With market capitalization of more than $1 trillion by 2040, we are talking about neural networking technology that will fully develop the fourth Industrial Revolution #4IR #AI #ML #ANN #SNN 

Trajectory prediction important in many military and defense application during times of war and planning and practice leading up to WWIII. System identification for automated support of many consumer products. Even tracking the epidemiological data of biological weapons used in world war three will be of great strategic and national security importance. 

Autonomous vehicle control with autopilot modes. I am talking about all weather LEVEL 5 automobile autonomous driving 24/7 in vehicles that are paid for with subscription services, such that one vehicle serves many people at different times of day, in sharp contrast to many privately owned cars & SUV's today that sit idle without moving for 22+ hours per day, rusting, oxidizing, aging and falling apart as one of the most expensive depreciating items in most peoples possession today, well at least in America and other wealthy countries where private automobile ownership common.

Meg & I own three cars, a motorcycle, motor scooter, OG Segway MP, two bicycles, 1 e-bike, one E-kick scooter & a few other engine enhanced things like a 4 stoke weed whacker, 4 stoke pressure washer, and 4 stoke backup generator. All of our machines use unleaded regular gasoline except the B5 Audi A4 which requires premium fuel, and I get almost all my fuel from The Grange in Issaquah, Wa, which is distributed by CENEX ( #E0 #PureGas ) because its E0 or ethanol free and most of our engines are older and optimized to run on non-ethanol unleaded gasoline.

Our 2022 Corolla Hybrid has many ADAS features known as Toyota Safety Sense 2.0, though in 2023 they already shipping 3.0 in the newer models. I think lane-keep assist and traffic sign camera reading that displays the speed limit persistently on the dash display are novel safety features, along with collision prevention and automatic emergency braking via data the front mounted radar and camera sensor in the top of the front window, that also works for adaptive cruise control and automatic high beam control. 

Industrial process control mode automation means lights off manufacturing with robots that learn how to work more effectively by communicating with the other robots, IR cameras, computers and equipment to optimized work flow, throughput, uptime, energy efficiency and profitability. This can include tracking the runtime before equipment fails and audio analysis of machines to detect bearing failures, clogs forming, jams forming, equipment drifting out of calibration and when something is getting close to needing a wear part replaced as preventative maintenance. The central intelligence enhanced manufacturing control computer can send service text messages and automated voicemail messages to the engineers or mechanics so as to schedule the needed work or repairs as they come up.  

To improve natural resource management of forests, fish stock in oceans and rivers, in mines and aquaponics or agriculture. To gain novel insight into how to eco-optimized processed and emissions to reduce pollution emissions at factors by showing cost effective remediation and equipment upgrades that can reduce fines imposed by the EPA or other government law and agency enforcement aimed at improving public health by reducing toxic emissions from common sources of pollution. 

To increase understanding and generate better models of quantum computing, quantum chemistry, and quantum energy. This will enable novel products with non-linear optics, adaptive wireless with spectral noise filtering and enhanced frequency hopping to get high quality data with good data integrity and excellent signal quality over wireless networks. AI can also be used to optimize fiber optic multi-frequency telecommunications with novel control of optical photonics systems to improve bandwidth more with non obvious control methods the AI generative intelligence can suggest and implement if approved. 

In security systems for face identification, vehicle tracking, vehicle plate ID capture, animal tracking, thermal imaging mixed with audio and visual imaging and other sensor fusion with radar and occupancy detection. This can be used to automated the switching of LED lights that last much longer if kept cold off when not producing light of use to anyone. This can also reduce light pollution and improve energy efficiency that saves money on electrical utility costs by reducing wasted energy use. 

For adaptive radar imaging and synthetic aperture radar antenna array control in products like the SpaceX Star Link system and its ground mounted transceivers. Adaptive radar also being implemented in passenger vehicles for adaptive cruise control and autopilot features. Active traffic analysis, vehicle to vehicle communication, vehicle to grid and grid to vehicle communication, many of these systems of data exchange can be enhanced or improved with intelligent learning artificial intelligence. 

To play GO or Chess with humans or against other machines. To create stories, content, music, videos, movies, images, pictures, even video games with generative AI applied. ANN applied this way can reduce the costs of developing content by orders of magnitude. 

To recognize objects in airport terminal security scanning. Data sensor analysis to provide useful insight or actionable information to the security personnel at airports, train stations and other public transportation facilities. 

Improving natural language processing or NLP for voice learning and intrusive human computer interactions with speech, with productions today like Alexa and Siri as common examples of intelligent personal assistant agents that keep improving with software updates continually. To better understand human gestures, posture, body language, slang speech phrases, and to read text messages, emails, blogs, and documents.

For financial forecasting, market analysis, future projection, prediction, data mining, machine translation, visualization, social network filtering. Detecting and isolating junk or spam emails. Finding useful signals in a sea of noise, ANN' trained well can do amazing super human intelligence jobs that will seem like magic to most people. 

ANN can even be used to help cancer doctors diagnose patients with enhanced medical imaging analysis, in order to help the lab pathologists to distinguish sometimes subtle differences between normal cells and invasive cancer cell lines by automated analysis of cell shapes.

In order to accelerate reliability analysis of infrastructure before or after natural disasters. This can help local government to maximize the value of roads, bridges, highway, freeway, intersections with smarter traffic handling and novel control of intersection light system to reduce traffic congestion or improve the traffic throughput of existing roadways. ANN's on public vehicles can find potholes, cracks and other road surface abnormalities, even finding tree branch interactions with overhead power wires, in order to give actionable insight to the cities and utility companies to improve the quality of the roads and utilities. 

To model rainfall to better understand flooding, runoff, soil settling and other hydrology important for hydro power, rivers, land, and in agriculture. Modeling the oceans and coasts or to formally characterize information about the biosphere of Earth in the geosciences. The way that water moves around the Earth and Atmosphere has incredible importance to society as a whole, for where there is water there is life, and most of the water on earth is salty sea water, only a small amount is fresh water, and filtering contaminated water for domestic use with RO expensive energetically and in terms of operating cost, since those pumps for RO are high pressure and costly to buy and operate, and the RO filters are expensive to replace. The same can be said for kidney dialysis machines and the filters they use to filter blood, i.e. expensive. Again ANN's well trained can improve the kidney dialysis machines, and make the operating of RO water filtering facilities more energy conserving to reduce operating costs. 

Automatic detection of malware, computer viruses, data crimes, fake information, in order to improve online security of sensitive information access. To stop credit card fraud, network intrusions, botnets, threats, bad actors, malicious software or system corruption.

Solving partial differential equations in physics and to simulate open quantum systems. To improve compute aided engineering, computation fluid simulations, nuclear simulations and other kinds of data modeling with adaptive component finite element analysis with intelligent solution suggestion that kelp engineers to improve products faster, especially where human improvement hard due to the mature state of the specific technology.

Sometimes, like with internal combustion engines, there are novel ways to further improve thermal efficiency, while also improving power output performance, cleaner emissions, more torque easier at lower RPM's, longer oil life, quieter operation, and other benefits. 

To reduce fuel use in vehicles and energy use in buildings. To enable smart appliances that continually improve with OTA software update over WIFI. 

ANN are not new or novel but have become a mature technology used in smartphones, robotic vacuum cleaners, self driving cars, smart security cameras and many other common widely sold electronics with CMOS chip functions modeled after human brain neurons. 

FNN feed-forward neural network of single layer manual data handling used to find linear fit of plotted data points by Legendre 1805 and for the prediction of planetary movement by Gauss in 1875. Lenz & Isling model 1925 a non-learning RNN or recurrent neural network with threshold elements. Using this model Shun'ichi Amari created adaptive architecture RNN in 1972, later made popular by Hopfield in 1982. 

A neural network a data framework for information processing that accomplished in digital computers the kind of analog processes that happen when the human brain takes in electrical signals from sensory organs like the ears, eyes and proprioception. Our brains are in a light proof, sound insulted, bone encasement known as the skull, and can only approximate generalized models about what is actually happening with phenomena in the world. 

Inner mental projections into brain working memory in order to predict and anticipate based on past learning and experiences (real world training data in life). Consider how small children learn to walk, speak, read, write, and later to do many other things, but how it takes years of brain training with examples and education to give them skills and knowledge to empower then to create positive change and make big positive impacts on the world in the future. This is also why education is so important and ANN can create students custom education programs to optimize the learning rate for each student. By applying neural networks to education we can make more intelligent people in the future. 

Today the internet and all computers and compute devices together use about 1% of the worldwide electrical power generation, but with emerging commercial artificial intelligence, the electrical demand for future computing will increase 5 fold because of training AI with big data on large powerful computers. Tesla Motors actually a big data company more than an automaker. Every EV from Tesla has a sensor suit installed collecting real world training data on the worlds roadways where they are operated, for autopilot development, as the data uploaded back into Tesla's super computers and elastic cloud compute services to generate more autopilot development innovation and solution. 

Getting to Level 5 autonomy with vehicles not easy or similar, and just like education a baby into a full functioning adult takes 27 years, it will take many more years before cars can drive themselves better than high skill human drivers in all weather conditions. Neural networks are already used by most automakers to implement ADAS & other early forms of autopilot, like Nissan ProPilot. 

Analog just means how things relate to one another. Digital means we represent things on computers with bit streams of 1 and 0 to turn the transistors on and off in the IC logic chips or integrated circuits made of systems of billions of transistors etched as complimetary mixed oxide systems or CMOS into silicon wafers at high volume chip fabs that operate 24/7 making billions of computer chips. CPU, GPU, RAM, SOC and ASIC are the big products today. Mixed signals, digital to analog and analog to digital chips and application specific processors are lower volume products. CMOS imaging sensors are another big category in the chip fab industry. 

Chip fabs are very busy to keep up with the growing demand for these important valuable chips that the Chips and Science Act of the USA seeks to make in the USA or America with help from Intel, AMD, NVIDIA, Apple, IBM, HP, TI and other companies like TSMC that is also busy building a chip fab in Arizona. Lovely little ASML the most important company in the world since it's the only group making leading edge chip fab equipment. 

Wikipedia entry on ANN says:

"Artificial neural networks are a branch of machine learning models that are built using principles of neuronal organization discovered by connectionism in the biological neural networks constituting animal brains" 

Node Information Handling

Node connections in ANN simulate synapses of a real brain, such that they transmit a signal in forward cascades to other nodes. Real numbers in the signals at the connection are computed by a non-linear function that sums the input values in the edges or connections. A weighted value adjusts the functions as artificial learning happens or while the ANN works on training data to build its models and algorithms to create artificial understanding and knowledge about the world and phenomena. 

Activation Threshold Propagation

Node data weight used to increase or decrease the signal strength at node connection, using a threshold value to determine whether or not to send the signal if the aggregate total exceeds the threshold value. Nodes are setup in multiple layers that are called a deep neural network if there are more than 2 hidden layers. The first layer the input and the last layer the output. Forward and back propagation of data between the layers part of the neural network function and similar to how synaptic plasticity rewires neurons in the brain that fire together. 

Neural Networks Trained to Create Generalize Models

Empirical risk minimization method optimization of network parameters to minimize difference or empirical risk between the predicted output and real target values in the ANN training dataset. Back propagations estimate network parameters as a gradient settings automation method. Labeled training data used by the ANN to iteratively update parameter setting in order to minimize delineated loss function in order to create generalization about newly encountered information. 

Human Brains Generalize Information 

Habits are the human brains way of creating generalized models about how fabric folds, how wires or hoses bend, how water flows between vessels, how to walk, speak, move, balance, for coordination and to drive or do many other repetitive adaptive tasks that require on demand on the seat of your pants tuning and adjustment, like the athletes do in real time in the Olympics while engaging in their sports. 

Watch this YouTube video 

https://youtu.be/VWn6Ixh2eDg?si=C53S0mSkbYboy-nG