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Friday, November 6, 2026

Automated Government and Getting Country Issues via AI/ML, What is Wabbing?, and More

Automated Government and Getting Country Issues via AI/ML:
- I've been researching the possibility of Semi to Fully Automated government for a while now (this project has been agonisingly slow because you have to learn/understand so much). In this downloadable file is a top 10 list of issues facing countries globally according to Ollama tinyllama model based on government portfolio. I'll expand out parameters and queries as time goes on:
get_country_issues-1.01.zip 
https://drive.google.com/file/d/15PTBYOBFjbQdn9MdsmJWqi9xvrwZ40OU/view?usp=sharing
- if you were interested in this post you may be interested in the following as well:
https://dtbnguyen.blogspot.com/2025/11/large-learning-models-background.html
https://dtbnguyen.blogspot.com/2023/05/future-of-artificial.html
...
https://dtbnguyen.blogspot.com/2026/10/impending-global-economic.html
https://dtbnguyen.blogspot.com/2026/02/how-wealthy-genuinely-make-money.html
https://dtbnguyen.blogspot.com/2019/11/a-sea-of-fakery-random-stuff-and-more.html
...
https://dtbnguyen.blogspot.com/2025/09/sane-and-sensible-hierarchiesorganisati.html
https://dtbnguyen.blogspot.com/2024/04/market-consolidationneo-feudalism.html
https://dtbnguyen.blogspot.com/2023/05/future-of-artificial.html
https://dtbnguyen.blogspot.com/2020/05/education-or-indoctrination-random.html
https://dtbnguyen.blogspot.com/2021/02/living-without-google-random-stuff-and.html
https://dtbnguyen.blogspot.com/2020/01/data-science-pattern-matching-hpc.html

What is Wabbing?:
- recently, I thought I came across some girls who I thought may be wearing pheromones in their perfumes? It's a really strong/pungent smell and the effect only wears off if you move at least 4-5 metres away (it was headache inducing strength). I thought it was only some of the girls I was hanging out with but some girls in public have a similar effect unfortunately? Initially, I thought I needed to take some allergy tests to make some sense of what's going on but then I found out some interesting stuff?
are there pheromones in perfume
https://www.cosmopolitan.com/style-beauty/beauty/a46661967/pheromone-perfume-review/
https://irfe.com/how-does-pheromone-perfume-work/
https://www.byrdie.com/best-pheromone-perfumes-8550907
The Strip Club Study That Made Scientists Rethink Biology
https://www.youtube.com/shorts/i4zoeRPuMwQ
https://www.youtube.com/@tilscience/shorts
Ovulatory cycle effects on tip earnings by lap dancers: economic evidence for human estrus?
https://www.sciencedirect.com/science/article/abs/pii/S1090513807000694
- the animal instinct of sniffing one another's butts is starting to make more sense now to me. This issue doesn't seem to be confined to me? Other males seem to be able to sense this "aura" sometimes too? If dogs and guinea pigs have a super sensitive sense of smell it makes more sense what they do now? If they can sniff out their friends and/or foes and their state of mind it makes life so much easier. That said, I'm not certain how useful this ability may be? I'm not sure how other people would react to other people sniffing each other's butts as a welcoming gesture? Animals may be used to this but certainly not humans?
The Strip Club Study That Made Scientists Rethink Biology
https://www.youtube.com/shorts/i4zoeRPuMwQ
https://www.youtube.com/@tilscience/shorts
Ovulatory cycle effects on tip earnings by lap dancers: economic evidence for human estrus?
https://www.sciencedirect.com/science/article/abs/pii/S1090513807000694
https://www.youtube.com/results?search_query=dolittle+vet+scene
Dr. Dolittle
https://www.youtube.com/watch?v=kIEkj7ePam0
https://www.youtube.com/@FoxConnect
Butt Thermometer Scene - DOCTOR DOLITTLE (1998) Movie Clip
https://www.youtube.com/watch?v=3q2XwRqZLzU
https://www.youtube.com/@EntertainmentAccess
what are the smelliest parts of the human body
What to know about body odor
https://www.medicalnewstoday.com/articles/173478
Symptoms
Sweating and body odor most often affect the underarm and groin areas, the palms, the bottom of the feet, and the head, face and scalp. It's common for some people to sweat more or less than other people. Body odor also can vary from person to person. It might smell tangy, oniony, sour or some other strong odor.
https://www.mayoclinic.org/diseases-conditions/sweating-and-body-odor/symptoms-causes/syc-20353895
Do You Know the Signs an Asian Woman Secretly Likes You That Most Men Miss?
https://www.youtube.com/shorts/HA0l7wWYwKk
https://www.youtube.com/@DaxsOnly/shorts
- recently I found about Vabbing? Apparently, you rub your phermones (from your private area) around your neck to try and attract the opposite sex? A bit desperate and I'm now sure how successful it may be?
Sorry in advance to those of you with teenage daughters ๐Ÿ˜ฌ #shorts #standupcomedy
https://www.youtube.com/shorts/_r7Ih88su28
https://www.youtube.com/@KelseyCookComedy/shorts
what is vabbing
AI Overview
Vabbing is a portmanteau of the words "vagina" and "dabbing". It refers to a social media trend where a person applies their own vaginal secretions to pulse points—such as the wrists, neck, or behind the ears—acting as a makeshift perfume.
Purported Purpose and Science
• Attraction via Pheromones: Proponents claim that vaginal fluids contain natural human pheromones (chemical signals) that can attract romantic or sexual partners.
• Scientific Consensus: According to biologists and medical experts, the existence of active human pheromones in the same way animals use them has not been scientifically proven.
• Placebo Effect: Any perceived increase in confidence or attention from others is widely considered by researchers to be a placebo effect or the result of heightened personal assurance rather than a chemical reaction. You can read more about the claims and breakdown via Healthline's Vabbing Guide or Wikipedia's Vabbing Entry.
Safety and Hygiene Considerations
• Infections: Introducing fingers into the vagina and transferring secretions to public or common surfaces can risk introducing or spreading bacteria.
• Underlying Conditions: Practitioners should avoid the practice if they have an untreated sexually transmitted infection (STI) or bacterial vaginosis, as it can aggravate or spread symptoms.
Would you like to know more about the scientific research on human pheromones or the viral origins of this trend on platforms like TikTok?
https://www.healthline.com/health/healthy-sex/vabbing
https://en.wikipedia.org/wiki/Vabbing
The Strip Club Study That Made Scientists Rethink Biology
https://www.youtube.com/shorts/i4zoeRPuMwQ
https://www.youtube.com/@tilscience/shorts
Ovulatory cycle effects on tip earnings by lap dancers: economic evidence for human estrus?
https://www.sciencedirect.com/science/article/abs/pii/S1090513807000694
- if you were interested in this post you may be interested in the following too:
Dr Chris Brown Q&A: Why do dogs sniff each other's butts? | PET CIRCLE
Why do Dogs Sniff Each Other's Butts?

Random Stuff:
- as usual thanks to all of the individuals and groups who purchase and use my goods and services
http://sites.google.com/site/dtbnguyen/
http://dtbnguyen.blogspot.com.au/
- latest in science and technology
https://www.microsoft.com/en-us/evalcenter/evaluate-windows-server-2025
https://www.microsoft.com/en-us/evalcenter/download-windows-server-2025
https://www.msn.com/en-au/news/world/denmark-pushes-for-eu-ban-on-turbo-chickens-as-secret-footage-causes-outrage/ar-AA2gE2Ou?ocid=BingNewsBrowse
https://www.theguardian.com/australia-news/commentisfree/2026/nov/03/as-cancer-treatments-become-more-effective-we-must-ask-what-is-life-like-for-the-people-who-receive-them
https://www.news.com.au/finance/business/retail/david-jones-to-shut-up-to-12-stores/news-story/14cbbfe56797d57ce47d9d5b79aa4164
https://www.news.com.au/technology/fines-withdrawn-aus-councils-huge-ai-fail/news-story/e8dc65c0c09a261430ac94de4bbcd564
https://www.news.com.au/finance/business/other-industries/oracletencent-deals-reported-collapse-exposes-risks-beneath-global-ai-spending-frenzy/news-story/4156156b57bea73f93665166c66f209d
https://www.abc.net.au/news/2026-11-03/perspective-on-sex-work-hilary-caldwell/107308660
https://www.news.com.au/finance/economy/australian-economy/six-unelected-people-now-control-the-western-world-analyst-sounds-the-alarm-on-data-centres/news-story/2ee7d5f02e4ca78cb74a3d38b591315c
https://mollietregillis.com/
- latest in finance and politics
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https://www.theguardian.com/australia-news/2026/nov/02/victorian-magistrate-reprimanded-over-language-in-court-ntwnfb
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https://au.news.yahoo.com/five-charged-over-alleged-235-million-rort-targeting-centrelink-and-ndis-payments-002319860.html
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- latest in animal and environmental news
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https://www.news.com.au/entertainment/celebrity-life/eric-dane-names-son-of-a-bh-actor-he-nearly-came-to-blows-with-on-tv-set/news-story/2e00bf8f4a0e066d8a8d0fe3a6b952ee
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https://www.taste.com.au/food-news/you-know-classic-bolognese-should-always-made-milk/w2e3onqf

Random Quotes:
- Maxim Sleptsov was 42 years old and spending the summer in the Abyysky District of Yakutia, Siberia, fishing and picking berries with a friend, when a branch whipped across his face and struck his eye.
He experienced redness, tearing, itching, and pain. He rinsed his eye, removed a small piece of bark, and thought that was the end of it. What he didn’t know was that a tiny seed had become lodged in his eye.
Four months of intense headaches, increased intraocular pressure, worsening vision, and the constant feeling that something was inside followed. At another hospital, doctors couldn’t find any foreign object.
He eventually went to the Republican Ophthalmology Clinic in Yakutsk. There, doctors found a germinated seed whose root had penetrated the conjunctival tissue. They removed it and, according to the patient himself, he felt better and stopped waking up with a headache.
https://www.facebook.com/upsocltheenigma
- Artificial intelligence promises to completely upend just about every facet of modern life, from how we work to education, medical care, and the design and manufacture of everyday goods. On a deeper level, it will also change how we see ourselves as humans, placing greater value on the uniquely human skills that no computer can replicate, no matter how powerful the server.
One person who knows a great deal about that is Jensen Huang, the president and CEO of NVIDIA, a company that designs and manufactures chips for accelerated computing and AI data centers. Fortune has named Huang one of the world’s best CEOs for his leadership and innovation.
Recently, he appeared on the A Bit Personal podcast with Jodi Shelton, who posed a big question: “Who is the smartest person you’ve ever met?”
At first, the question sounds like a softball. Of course, Huang might be expected to name someone with exceptional technical talent or a keen eye for design and engineering. He could even point to an important scientist or a tech leader, such as Steve Jobs. Instead, Huang argues that the most intelligent people today are those whose skills can’t be duplicated by AI.
“I know what people are thinking, the definition of smart is somebody who’s intelligent solves [technical] problems,” Huang responded. “But I find that’s a commodity and we’re not about to prove that artificial intelligence is able to handle that part easiest, right?”
He added that software engineers were once widely seen as the most intelligent, but AI is now challenging that idea.
“I think long term … and my personal definition of smart is someone who sits at that intersection of being technically astute but [has] human empathy,” Huang said. “And having the ability to infer the unspoken around the corners. The unknowables. People who are able to see around corners are truly, truly smart. To be able to preempt problems before they show up, just because you feel the vibe. And the vibe came from a combination of data analysis, first principle life experience, wisdom, sensing other people, that vibe. That’s smart. I think it’s gonna be the future definition of smart, and that person might actually score horribly on the SAT.”
https://www.facebook.com/Upworthy
- Two British soldiers, Kevin Elliott and Barry Delaney, made an unusual promise while serving together in Afghanistan. ๐Ÿ’š
Kevin jokingly told Barry that if he d!ed first, Barry had to wear a bright green dress to his funeral. The two friends agreed that whoever survived would honour the request.
Tragically, Kevin was k!lled in Afghanistan in August 2009. When his funeral took place in Dundee, Scotland, Barry kept his promise. He arrived wearing a fluorescent green dress and bright pink socks. ๐Ÿ’”
Although the outfit caught everyone's attention, it wasn't a joke at Kevin's expense. It was Barry's way of honouring a deeply personal promise and saying goodbye to his closest friend.
Some friendships are so special that even the hardest goodbye cannot break a promise. ๐Ÿฅบ❤️
https://www.facebook.com/CaresOneNoVideos
- He forgot one thing: the kitchen was live on camera.
On the evening of September 12, a pizza shop in Hangzhou, China, was streaming its open kitchen on a food delivery app, a feature that lets customers watch their orders being made. One viewer couldn’t believe what she was seeing.
The footage appears to show a male employee taking off his work cap and rubbing his hair over a finished pizza, then making a sprinkling motion over it with the same hand. Two coworkers stood nearby and did nothing to stop him.
The viewer started recording her screen, and the clip spread across Chinese social media. Staff later reportedly said the worker had argued with the customer who ordered it and wanted to “disgust” him.
The pizza never left the kitchen. Local regulators confirmed it was destroyed and never sold.
The consequences came fast. Police placed the worker, surnamed Yang, under seven days of administrative detention for “picking quarrels and provoking trouble.” The shop was shut down for what it called rectification, and market regulators opened a formal investigation. The pizza chain called it “an individual sudden act” that “seriously violated the food safety bottom line.”
Then it reportedly ordered food safety checks at every one of its outlets.
#Viral #FoodSafety #CaughtOnCamera
https://www.facebook.com/ProjectNightfall
- Luigi Mangione turned 28 in a federal prison while awaiting two murder trials, accused of killing UnitedHealthcare CEO Brian Thompson. Despite the seriousness of the case, his legal defense fund has already reached $1.5 million in donations, driven by people who see him as a protest figure against the health insurance industry. Mangione has pleaded not guilty and will face his court proceedings between 2026 and 2027.
https://www.facebook.com/upsocltheenigma
LIFE SENTENCE AFTER STUDENT CONVICTED OF MURDERING NEWBORN BABY
Jia Xin Teo was sentenced to life imprisonment at Warwick Crown Court on 25 October 2024 after a jury unanimously convicted her of murdering her newborn daughter. The court set a 17-year minimum term, reduced by 230 days already spent in custody.
The murder happened in Coventry on 4 March 2024. Teo gave birth alone in student accommodation after concealing her pregnancy. The baby was alive after birth, but Teo killed her and concealed her body. The child was found two days later after medical examinations revealed that Teo had given birth and police became involved.
Friends, university staff and paramedics had tried to help Teo when they realised she was unwell. The sentencing judge found that she deliberately kept them from discovering the baby while the child was still alive.
The jury returned its murder verdict on 24 October. At sentencing the next day, Mrs Justice Tipples considered the evidence heard at trial and the arguments advanced on Teo's behalf.
The judge found that there had been significant planning before the birth. She also considered Teo's young age at the time of the offence, her lack of previous convictions, personal circumstances and psychiatric evidence in mitigation. That evidence formed part of the sentencing assessment; the court found that she understood her actions and their consequences.
The minimum term sets the point at which the Parole Board can first consider release, after the custody credit is applied. Release would depend on an assessment of safety and would carry a lifelong licence with the possibility of recall.
The court applied the statutory victim surcharge and made no other orders.
Pictured: Jia Xin Teo.
Why is it important to explain what a life-sentence minimum term means?
#StreetCrimeUK #Coventry #CourtNews #CrimeNews
https://www.facebook.com/StreetCrimeUK1
- Former West Point cadet Caleb T. Suh, in his 20s, pleaded guilty to felony assault after drugging his pregnant girlfriend with a Xanax and Promethazine-laced “special pregnancy protein powder” shake and forcing her to miscarry in 2022.
While the couple — both West Point cadets who began dating in 2020 — were at the academy, the woman wanted to keep the baby, but Suh opposed it and threatened suicide if she did not terminate. He stole her identity to order abortion pills online, then prepared the spiked shake and forced her to drink it, saying, “Eat this, it’s good for you.”
When she became drowsy and incapacitated, Suh shoved abortion pills into her vagina and mouth. She later awoke bleeding profusely, called 911, and underwent a D&C procedure after miscarrying.
Suh is awaiting sentencing in January 2027; prosecutors are seeking two years in prison.
https://www.facebook.com/JoelPatrick1776
- The Ross 308 breed, labelled the turbo chicken, is the most widespread in Danish poultry production. It grows from about 50 grams to 2kg in just 33 days. Such rapid growth can lead to problems with the animal’s bones and organs. Other chicken breeds take between 46 and 63 days to reach the same weight.
Denmark’s minister for nature and animal welfare, Christian Rabjerg Madsen, said he discouraged Danes from buying turbo chickens, telling the broadcaster: “I want to work for a national ban. But it’s clear that this is something that needs to be investigated both legally and economically.” He added: “Now we will work for a national ban, we will work for a ban at EU level.”
In response to the documentary, Tvergaard has admitted to making some wrong decisions. He told TV2: “I look inward and must admit that I have made some wrong decisions. There is no excuse for that, but I can learn from it and correct where I have not done well enough.
“And I have done that, both when it comes to the lighting programme and a number of the workflows we have in the stable, where both procedures and the roster have been tightened up.”
The proposal for the ban on turbo chickens is gaining political momentum and attracting cross-party support in Denmark. But industry figures warn that to be effective, any ban must include imported chickens as well.
Klement Hinkbรธl Ribergaard, the chief executive of chicken producer Danpo, said: “If Denmark alone bans the production of fast-growing chickens while shops, restaurants and consumers in the Danish market can continue to buy imported, fast-growing chicken of more or less questionable quality, we risk a situation in which animal welfare certainly does not benefit.”
With fast-growing breeds so prominent across the EU, it would mark a landmark shift. According to Eurogroup for Animals, 95% of chickens in the bloc are now raised in intensive systems and bred to produce the cheapest amount of meat possible, creating a “race to the bottom”.
“Fast-growing breeds are inherently predisposed to suffering, with their bodies growing so quickly they can barely stand on their legs,” said Reineke Hameleers, the advocacy group’s chief executive. “Denmark’s political willingness to stop this is an example that should be followed by the EU, for it presents the progressiveness this industry needs, one that is backed up by scientific evidence.”
Britta Riis, chief executive of Animal Protection Denmark, said turbo chickens were the result of a “deeply unethical and grotesque form of breeding” that led to “systematic abuse” and considerable suffering for the birds. The organisation is calling for all chickens to be bred for the same amount of time as organic breeds, which is 56 days.
Animal welfare has featured heavily in public debate in recent months in Denmark. The issue of pig farming dominated the last general election to such an extent that it was nicknamed the “pig election”.
The country is due to stop mink farming by August 2029 after the current government decided not to seek an EU exemption on the practice.
https://www.msn.com/en-au/news/world/denmark-pushes-for-eu-ban-on-turbo-chickens-as-secret-footage-causes-outrage/ar-AA2gE2Ou?ocid=BingNewsBrowse
- If they dared, biohacking bros who seek to defy aging could try a simple, time-tested method: castration.
Removing the testicles extends male life span across many mammalian species, including humans. But a research team exploring this effect has now found the surgical procedure doesn’t have to be performed early in life to boost longevity, as scientists had assumed.
In a new preprint, the group reports that neutering older male mice lengthens their lives by more than 30%, upending prevailing ideas of how the testes influence aging.
Learn more: https://scim.ag/4sBB8AH
https://www.facebook.com/ScienceNOW
- In 1994, a man discovered a newborn baby abandoned in a London telephone box, just two hours after she was born. He desperately wanted to adopt her but wasn't allowed to. More than 30 years later, that little girl proudly calls him Dad! ๐Ÿฅน❤️
The extraordinary story began when Joe Campbell was walking towards a telephone box in Forest Gate, East London, to call his parents.
But as he approached, he noticed what appeared to be a discarded bundle lying on the ground.
When he looked closer, he made a heartbreaking discovery!
Inside was a tiny newborn baby girl, just two hours old, with her umbilical cord still attached.
Joe immediately contacted the emergency services, and the little girl was taken to hospital.
But something about that moment changed his life forever!
He felt an immediate connection with the baby and even gave her the name April, after the month in which he'd found her.
Joe wanted to adopt her himself, but was reportedly told he couldn't because he wasn't married.
Instead, April was adopted by another family.
But Joe never forgot her!
For years, he sent birthday cards, presents and money through social services, hoping that one day she would know how much he cared.
Eventually, he was told to stop contacting her.
And for more than two decades, the little girl he had rescued remained in his thoughts.
But then something extraordinary happened!
In 2016, April, now 22 years old, launched a public appeal to find the stranger who had saved her life.
Within 24 hours, Joe came forward!
And after 22 years apart, the two were finally reunited.
But perhaps the most beautiful part is what happened next.
Their relationship grew so close that April now considers Joe her father, while his children have welcomed her as their sister!
In 2026, April even launched a fundraising campaign to help Joe retire early after learning he was struggling with health problems.
The man who once saved her life had become someone she wanted to look after in return.
It's a beautiful reminder that family isn't always defined by blood, but sometimes by the extraordinary love and kindness of someone who chooses to care. ❤️
https://www.facebook.com/CharlieTop10s
He was told he would be released in a few minutes. The door did not open for five days. When they finally found him, he was close to death.
In April 2012, Daniel Chong, a 23-year-old engineering student at the University of California, San Diego, was at a friend's house when DEA agents raided the property. He was detained along with several others, questioned, and told he would not be charged. He was then placed in a holding cell to wait for what he was told would be a few minutes.
The door did not open for five days.
The cell was 5 by 10 feet, windowless, with thick concrete walls. Chong was handcuffed behind his back. He had no food, no water, and no toilet. He screamed, kicked the door, and tried to set off the fire sprinkler. No one came.
By the third day, he was hallucinating. He drank his own urine to survive. He found methamphetamine in the cell and ingested it. He broke his glasses and used a shard to try to carve a message into his arm for his mother. He only managed to finish an S.
On April 25, an agent finally opened the door. Chong was covered in his own feces, severely dehydrated, and close to kidney failure. He spent five days in the hospital. He had lost 15 pounds.
A Justice Department investigation later found that four DEA employees had seen or heard Chong but assumed someone else was responsible for him. The report also exposed systemic failures: no tracking system for detainees, no cameras in holding cells, and no policy requiring daily checks.
The DEA issued a rare public apology. In July 2013, the federal government agreed to pay Chong $4.1 million to settle his claim. The agency implemented nationwide policy changes, including daily inspections and cameras in cells.
Chong returned to UC San Diego, changed his major from engineering to economics, and said he wanted to finish school and buy his parents a house.
What do you think should happen when a government agency makes a mistake that nearly kills an innocent person?
#danielchong #dea #justice
https://www.facebook.com/ProjectNightfall
- Old cells, made young again, in under a week. Harvard pulled it off with chemicals alone.
A team at Harvard Medical School led by David Sinclair identified six chemical cocktails that reset aging human cells to a younger state.
Until now, rewinding a cell’s age took gene therapy, which is costly and hard to roll out widely. These cocktails skipped the genetic route entirely. The cells also kept their identity, so they got younger without turning into something else.
The findings were published in the journal Aging in July 2023.
Sinclair says the best science could do before was slow aging. Now he believes we can reverse it, and maybe one day with a single pill.
https://www.facebook.com/etherealearth1
Despite weighing 40 tons and being the size of a school bus, the humpback whale can roll and bank in tighter underwater circles than almost any other large marine animal.
Biomechanics researchers Dr. Frank Fish and Stephen Dewar discovered the secret lies in the row of large, irregular bumps — called “tubercles” — lining the front leading edge of the whale’s 16-foot pectoral flippers.
When tested in naval wind tunnels by Canadian engineering company WhalePower, those leading-edge bumps defied conventional aerodynamic wisdom.
Instead of disrupting airflow, the scalloped bumps channel wind through the troughs into pairs of tight, counter-rotating micro-vortices that keep air glued to the back of the wing at steep 40% higher angles without stalling.
Applied to wind turbine rotors, industrial ventilation fans, and aircraft wings, the biomimetic tubercle edge cuts drag by up to 32%, quietens blade noise, and allows wind turbines to capture 20% more electricity in gusty or slow winds.
#EngineeringPost #Canada #Biomimicry #WindEnergy #Aerodynamics #WhalePower
https://www.facebook.com/engineeringpost1
- Researchers at Japan’s Keio University developed a wearable robotic tail called Arque, inspired by the tails of animals such as cheetahs. Attached to a person’s waist, it moves in response to body movement and is designed to shift momentum like a counterweight, potentially helping people maintain balance.
DISCLAIMER: Arque was presented as a research prototype in 2019, not a proven medical device or a product already being used by older adults. Its potential applications included helping elderly people and workers carrying heavy loads.
SOURCES: Keio University; Reuters; ACM SIGGRAPH 2019.
#Robotics #FutureTechnology— in United States.
Wierd Facts
https://www.facebook.com/groups/1619632845507992/
- A 74-year-old blind man made a shocking offer in court: he would accept life in prison in exchange for one special meal! ๐Ÿ˜ฒ๐Ÿ”
Robert Kessler, who was facing trial over the 2021 death of Stephanie Crone-Overholt, made the unusual request during jury selection in October 2026.
He offered to plead guilty and spend the rest of his life behind bars if he received a Philly cheesesteak with onions and mayonnaise, French fries, and a 20-ounce Pepsi.
Kessler argued that his offer would also save taxpayers money by avoiding a lengthy trial.
However, Judge Nick Nazaretian rejected the proposal, explaining that the court could not use food as a reward for pleading guilty.
After the judge refused, Kessler withdrew his offer and asked for the trial to continue.
His unusual request quickly caught people's attention online. Many were surprised that someone facing life in prison would make such a specific demand.
However, behind this strange courtroom moment is a serious case involving a woman's death and a family seeking justice. ๐Ÿ’”
https://www.facebook.com/ButWhoCares

Friday, October 30, 2026

Impending Global Economic Depression/Recession?, Random Stuff, and More

- if you haven't noticed life feels difficult for many people of late and while the data points to this the news doesn't? We'll try to dig into this to see what's happening? We'll focus in on things that are hard to lie about but easy to check/verify to confirm what's going on which is something. Economic intelligence analysts do this often but it's a difficult/imperfect science. It still feels like best guesses much of the time?
https://dtbnguyen.blogspot.com/2026/02/how-wealthy-genuinely-make-money.html
https://dtbnguyen.blogspot.com/2019/11/a-sea-of-fakery-random-stuff-and-more.html
https://www.news.com.au/finance/markets/world-markets/invisible-market-crash-happening-right-now-says-aussie-finance-expert/news-story/808e031971ab61fb85b4c949d3618faf
https://finance.yahoo.com/markets/stocks/article/google-stock-gets-shredded-after-earningsheres-2-reasons-why-investors-hated-the-quarter-090019155.html
https://www.news.com.au/finance/economy/world-economy/the-ai-bubble-has-already-burst-in-china/news-story/4daa2f51dd153520d4efc402955a5fd4
https://www.reuters.com/world/china/volkswagen-loss-widens-more-than-expected-q3-raising-restructuring-stakes-2026-10-29/
Which Rich Country Goes Bankrupt First?
https://www.youtube.com/watch?v=zhQVjly5Gos
https://www.youtube.com/@OBFYT
The Global Debt Crisis Has Arrived. Lots of Regular People Will Get RICH.
https://www.youtube.com/watch?v=ZAa-Hr5AK6U
https://www.youtube.com/@MoneyyStrategist
Why Does the US Economy Feel Worse Than It Looks?
https://www.youtube.com/watch?v=jLlBm-fYi9s
https://www.youtube.com/@business
Australia's economy faces worst unemployment rise in developed world | Sunrise
https://www.youtube.com/watch?v=ophNGBJ4yBE
Government's 30 per cent trust tax sparks small business backlash | Sunrise
https://www.youtube.com/watch?v=4zFj0SZoYhU
https://www.youtube.com/@sunrise
IMF Chief Warns US Cannot Grow Out Of $40 Trillion Debt, Says China Must Spend More | VERTEX
https://www.youtube.com/watch?v=a7h_fWhr12I
https://www.youtube.com/@vertex_live
If Schools Taught these 7 Lessons, You would be Rich by 30
https://www.youtube.com/watch?v=_3wTc0d_uuA
https://www.youtube.com/@thegrimnetwork
Chinese Stocks in Decline After Losing $3.5 Trillion | China in Focus
https://www.youtube.com/watch?v=0KhbFdHb6Hk
https://www.youtube.com/@ChinainFocusNTD
Indonesia Market Crash: $65 Billion Wiped Out, Country's Richest Take Massive Hit | Vantage
https://www.youtube.com/watch?v=Bln3A1o9r-w
https://www.youtube.com/@Firstpost
THE 60,000 JOB PURGE: Why Microsoft Is Paying Workers To Disappear!
https://www.youtube.com/watch?v=M1xyX3ZQJ6k
https://www.youtube.com/@wstruthbombs
The AI bubble is about to pop...
https://www.youtube.com/watch?v=MgngwkPAuqQ
https://www.youtube.com/@TheInfographicsShow
Google Stock Is Crashing - Here's Why The Market Hated Earnings
https://www.youtube.com/watch?v=OTjsHhkHXEY
https://www.youtube.com/@danielpronk
Wharton Just Exposed Who Pays for the AI Crash
Tech Stocks and AI Bonds Are Tumbling. Is the AI Trade in Trouble? | WSJ’s Take On the Week
Financial TITANS Predict AI Bubble BURST
Here's How Big Oil Is SCAMMING You
The Dot-Com Crash vs the AI Boom: We've Seen This Before
"The Bond Market Is Saying No" To The AI Bubble | Jack Gamble
Lakshmi Ganapathi on Consumer Stress & the Cracks Beneath the US Economy | The Real Eisman Playbook
How OpenAI Could Cause a US Recession | TCAF 264
- lot of people struggling around the world as is. If a depression/recession hits I'm not sure how these people are going to survive?
How This US$0.30 Thai Street Food Stall Still Makes Money | Money Mind
Hard work won’t make you rich, warns Gary Stevenson — and NZ must tax assets | Stuff.co.nz
Doha Debates: Is it time we rethink taxes?
How Did Labour's Cabinet Get So Rich? The Answer Will Anger You
What is it like to rent in China's slums for $30 a month?
Can Taiwan Escape the Low-Wage Trap?
“I Just Eat And Study": Why Indian Students Are So Stressed Out | Insight | Full Episode
If You Start With Nothing, This Is the Only Wealth Game That Works|by Jiang Xueqin
Why 7 Million Men are Opting Out of the Modern Economy
Kyla Scanlon on the Disconnect Between Economic Data and Consumer Sentiment
How Australia's falling short on poverty | The Business | ABC NEWS
More than 100,000 Australians on wait list to be assessed for an aged care package | 7.30
My Alone & Poor "Lifestyle" in Vietnam (No Parents, No Marriage)
What Is Life Like for Factory Workers in Vietnam? | $200/Month Life
Japan = Low-Wage Nation
I went undercover in Shein’s factory village
Day in the life of a homeless in $10/JAPANESE DOYA๐Ÿ‡ฏ๐Ÿ‡ต๐Ÿ 
https://www.youtube.com/watch?v=KCPu5IpbWCU
A Day in the Life of a Homeless Living in a 2m² Net Cafe๐Ÿ‡ฏ๐Ÿ‡ต๐Ÿ 
https://www.youtube.com/watch?v=R011tiHB6NY
I Was Homeless. YouTube Changed My Life in 6 Months.
https://www.youtube.com/watch?v=rXztNoMYu2U
A Homeless Night in Japan's $40 Business Hotel
https://www.youtube.com/watch?v=EJtd_fGrsNE
How Much YouTube Paid Me Payday in Japan๐Ÿ‡ฏ๐Ÿ‡ต
https://www.youtube.com/watch?v=0_rlNzkmwkQ
https://www.youtube.com/@bakabon3
How $11 Internet Cafes Are Changing for Homeless in Japan
https://www.youtube.com/watch?v=MSadrFchCiI
https://www.youtube.com/@NomadPush
They Let Homeless People Live in Their Backyard
15-year-old homeless shelter near Seoul Station to shut down
The reality of living on the street | You Can't Ask That | Full Episode
Why People Risk Their Lives At One Of The Largest Landfills In The World | Risky Business
Why Digging Up Homemade Bombs Is One Of The Most Dangerous Jobs In Iraq | Risky Business
Risky Business
No Job. No Friends. 34 Years Old. This Is How I Survive Toronto
My $1 Dinner | Living Unemployed & Broke at 34 in Canada ๐Ÿ‡จ๐Ÿ‡ฆ
Cheated On, Divorced, & Broke: A Single Dad’s Fight to Raise 2 Kids
Getting a Job Has Become a Humiliation Ritual
Something's Going Seriously Wrong in France
European Banks Are Crashing — U.S. Banks NEXT
Special report : Inside the Congo cobalt mines that exploit children
The horror of cobalt mining in DR Congo | The Listening Post
"It's Always About Oil": CIA & MI6 Staged Coup in Iran 70 Years Ago, Destroying Democracy in Iran
"Cobalt Red": Smartphones & Electric Cars Rely on Toxic Mineral Mined in Congo by Children
Why the conference that divided Africa still matters today | DW News
Chocolate's Child Slaves? Secrets of the Chocolate Industry
How the Chocolate Industry Still Profits from Child Labor | ENDEVR Documentary
Ghana Grows Our Cocoa, So Why Can't It Make Chocolate? | Big Business
- same tricks employed during previous bubbles regards to circular financing and fake demand for major growth areas in the economy?
https://dtbnguyen.blogspot.com/2026/02/how-wealthy-genuinely-make-money.html
How Nvidia Generates Fake Demand For Its Chips
https://www.youtube.com/watch?v=kriQh7f0uSw
https://www.youtube.com/@nicofinancee
AI adoption is slowing: ‘There’s no use case for frontier AI’ | Dean Baker
https://www.youtube.com/watch?v=a8YsC8oVpek
https://www.youtube.com/@TheTechReportTR
1% of Customers Are Holding Up the AI Bubble
https://www.youtube.com/watch?v=NxB45uB_bmE
https://www.youtube.com/@TechButMakeItReal
'Big Short' investor Steve Eisman on AI, markets and private credit | 3 Pressing Questions
https://www.youtube.com/watch?v=f7tOKtnWmJw
https://www.youtube.com/@BehindtheBusinessShow/videos
https://www.youtube.com/@RealEismanPlaybook/videos
https://www.youtube.com/results?search_query=big+short+check+homes
The Big Short (2015) - The Buble in Florida [HD 1080p] | Filmood
https://www.youtube.com/watch?v=Nxf2NP76zS8
https://www.youtube.com/@filmood3035
https://www.youtube.com/results?search_query=big+short+jenga
The Big Short (2015): The Jenga Scene – Explaining the Financial Collapse
https://www.youtube.com/watch?v=YgF98vyn2fY
https://www.youtube.com/@bingesociety
https://en.wikipedia.org/wiki/99_Homes
https://en.wikipedia.org/wiki/The_Big_Short_(film)
- some people think there's a slow motion recession already happening but it only impacts the bottom of the economy?
Lakshmi Ganapathi on Consumer Stress & the Cracks Beneath the US Economy | The Real Eisman Playbook
mortgage default rate by year
AI Overview
View all
The Australian mortgage non-performing loan and default rate generally hovers around 1.0% to 1.1%, though specific arrears and stress indicators have ticked upward amid rising interest rates and cost-of-living pressures.
Australian Mortgage Default and Arrears Trends
• 2024–2025: Non-performing home loans held by Australian banks remained low at approximately 1.0%. Early-stage arrears (30–89 days past due) sat around 0.7%.
• Late 2025: Equifax reported that while the count of people missing mortgage payments held steady, the total dollar value of mortgage arrears increased 6.8% year-on-year. In the U.S., equivalent mortgage delinquency climbed to 0.80% by Q4 2025.
• 2026 (Recent Data): Mortgage default and stress risks reached elevated multi-year peaks as the RBA raised rates (reaching 4.6% by late 2026). Specific regions—such as parts of outer Melbourne (e.g., Pakenham at 2.99%) and areas of New South Wales—showed higher localized default and stress indicators.
Delinquency Rate on Single-Family Residential Mortgages, Booked in Domestic Offices, All Commercial Banks
- look closely and you can see pre-emptive moves to reduce risk/exposure at the moment by institutions and individuals moving assets around until you find people who are silly/deperate enough to take it on before it all blows up?
Elon Musk Sounds Alarm On The AI Bubble
https://www.youtube.com/watch?v=jRuK-oOZHDs
https://www.youtube.com/@TheYoungTurks
Citadel's Ken Griffin Sees AI Bubbles. Who Gets Hit First?
https://www.youtube.com/watch?v=GPO1I8JSemI
https://www.youtube.com/@TheMathematicalTrader
What Happens if You Invest and the Market Crashes?
https://www.youtube.com/watch?v=YJ2pab-rfkw
https://www.youtube.com/@VincentChan
- when consumer and business sentiment drops it normally precedes a recession and share market drop. Feels similar this time?
consumer sentiment by year graph
https://tradingeconomics.com/united-states/consumer-confidence
https://www.sca.isr.umich.edu/files/tbmics.pdf
https://ycharts.com/indicators/us_consumer_sentiment_index
business sentiment by year graph
Business Tendency Surveys (Manufacturing): Confidence Indicators: Composite Indicators: National Indicator for Australia (BSCICP02AUQ460S)
https://fred.stlouisfed.org/series/BSCICP02AUQ460S
https://fred.stlouisfed.org/tags/series?t=business+sentiment%3Bquarterly
https://tradingeconomics.com/australia/small-business-sentiment
- job market is struggling
https://dtbnguyen.blogspot.com/2024/12/dodgy-job-contract-clauses-random-stuff.html
https://dtbnguyen.blogspot.com/2019/11/a-sea-of-fakery-random-stuff-and-more.html
THE GHOST RECESSION: Why 1.9M Americans Are Trapped in a Frozen Job Market!
- inventories seem tepid not really strong
warehouse inventory united states trend
https://tradingeconomics.com/united-states/wholesale-inventories
warehouse inventory australia trend
https://tradingeconomics.com/australia/business-inventories
- insolvency rates aren't healthy
insolvency rates australia trend
- energy consumption is stagnant
us energy consumption statistics by year
https://www.eia.gov/energyexplained/electricity/use-of-electricity.php
https://ourworldindata.org/profile/energy/united-states
https://biomassmagazine.com/articles/eia-the-250-year-history-of-us-energy-consumption
Why Oura Pulled Its $2.2B IPO Hours Before Trading
https://www.youtube.com/watch?v=5MAZKCm-Oe4
https://www.youtube.com/@lobstercap
oura ring open source software
AI Overview
Several open-source software projects and alternative tools exist for managing, viewing, and bypassing subscription paywalls or syncing data from the Oura Ring:
Popular Open-Source Oura Ring Projects
• Cracked Oura: A free, open-source desktop app that lets users access Oura health data without a monthly subscription. It works legally by exporting your local data via Oura's native data export/portability policies (such as GDPR) into a local SQLite database. It builds dashboards for Sleep, Readiness, and Activity scores, and features an experimental local LLM AI health analyst. Available via GitHub - EIrno/Cracked-Oura.
• open_oura: An open-source Rust toolkit and Python research bench designed for local, cloud-free syncing, storing, and analyzing Oura Ring data via reverse-engineered Bluetooth Low Energy (BLE) protocols. It retrieves device info, battery status, live heart rate, SpO2, and history event streams locally without needing an official Oura account (though proprietary PyTorch models are excluded). Available via GitHub - Th0rgal/open_oura.
• Open Wearables: A self-hosted, open-source platform that normalizes and integrates wearable data—including Oura, Whoop, Polar, and Strava—into user-controlled cloud storage or Docker instances.
• Oura API / Python Clients: Various open-source wrappers (such as official/community API v2 Python clients and integrations like Gladys Assistant) allow read-only data access for sleep, readiness, and activity scores to use in self-hosted home automation or personal dashboards.
If you're looking for something specific, let me know:
• Are you trying to bypass the subscription paywall?
• Do you want to self-host a dashboard of your health data?
• Are you looking for direct Bluetooth/local syncing without internet?
cancelled ipos by year
https://stockanalysis.com/ipos/withdrawn/
https://www.tipranks.com/calendars/ipo/withdrawn
David Jones faces collapse after 188 years | 7NEWS
https://www.youtube.com/watch?v=zKPdavw-OB0
https://www.youtube.com/@7news
- we're on target for a crash according to bond yields
how far ahead of a crash do bond normally invert
when was the last bond inversion in united states
bond inversion
https://www.investopedia.com/terms/i/invertedyieldcurve.asp
- sales is stagnant now and barely keeping track with inflation
sales australia statistics trend
AI Overview
Australian retail spending reached $38.63 billion (+5% year-on-year) in early 2026, according to the Australian Retail Council, though growth is increasingly driven by inflation rather than unit volume increases.
https://www.retail.org.au/industry-dashboard
sales united states statistics trend
AI Overview
U.S. retail and food services sales reached an adjusted advance estimate of $745.0 billion in September 2026, marking a 0.8% increase month-over-month and a 6.3% increase year-over-year according to the U.S. Census Bureau Monthly Retail Trade Report.
Recent Sales Trends & Performance
• Monthly Momentum: Retail sales rose by 0.8% in September 2026, building on an upwardly revised 1.3% jump in August 2026.
• Annual Growth: Total retail and food services sales in September 2026 were up 6.3% compared to September 2025.
• Quarterly Trend: For the third-quarter period (July–September 2026), total sales tracked 5.5% higher than the same period in the previous year.
• E-Commerce Expansion: Second-quarter 2026 e-commerce sales hit $329.5 billion (not seasonally adjusted), marking a 9.4% increase from Q1 2026 and accounting for 17.1% of total retail sales.
Sector Breakdown & Key Drivers (September 2026)
Month-over-month performance varied across retail categories, led by a notable 6.4% surge in gasoline station sales (driven by higher prices), followed by gains in furniture stores (+1.3%) and food services (+1.1%). Conversely, sectors like miscellaneous store retailers (-3.0%) and building materials (-0.6%) saw declines.
• Inflation & Core Trends: The headline monthly increase was heavily influenced by gasoline inflation; excluding gas, retail sales grew by 0.2%. Core retail sales edged up 0.1% following an August increase.
• Consumer Behavior: Consumers remain selective, utilizing promotions and steady wage growth to navigate elevated living costs.
If you need a deeper breakdown, let me know:
• Are you looking for a specific retail sector (e.g., auto, e-commerce, housing)?
• Do you need historical data ranges or long-term annual projections?
- the top end is seeing downturn while bottom is seeing upturn. It generally points towards recession?
Why Shoppers Are Turning Away From Luxury Brands | The Palki Sharma Show | IGR | India Global Review
https://www.youtube.com/watch?v=9usKzMHhvGE
https://www.youtube.com/@IndiaGlobalReview
https://au.finance.yahoo.com/quote/MC.PA/
https://www.marketwatch.com/investing/stock/mc?countrycode=fr
https://www.proshares.com/our-etfs/leveraged-and-inverse/SCC
https://www.justetf.com/en/how-to/invest-in-luxury-goods.html
Michael Howell: These Are The Only Assets That Will Survive
https://www.youtube.com/watch?v=HAIS0n-huD8
https://www.youtube.com/@NewEraFinancePodcast
https://tradingeconomics.com/commodity/sugar
https://au.finance.yahoo.com/quote/MC.PA/
https://au.finance.yahoo.com/quote/RACE/
https://au.finance.yahoo.com/quote/STLA/
https://au.finance.yahoo.com/quote/WOW.AX/
https://au.finance.yahoo.com/quote/BCOM.AX/
https://au.finance.yahoo.com/quote/VSXY/
reject shop shares
dollarama shares
discount store shares nyse
https://finance.yahoo.com/sectors/consumer-defensive/discount-stores/
asx myr
https://www.asx.com.au/markets/company/MYR
https://www.marketindex.com.au/asx/myr
- the stronger the cognitive dissonance vs market conditions level the greater the likelihood of recession?
https://www.afr.com/markets/equity-markets/asx-to-rise-alphabet-plunges-13pc-amazon-to-report-20261030-p619vm
The AI House Of Cards Is About To Fall...Here's Why
https://www.youtube.com/watch?v=rX4-UHyFTtA
https://www.youtube.com/@RebelCapitalistHighlights
nyse profit warnings statistics
asx profit warnings statistics
- if you're thinking about shorting the market you need to realise that when you're shorting something you're betting that they'll fail. That business (and the people behind it) are fighting for their lives so it's often hard to time things? You have no idea what people will do to survive sometimes and who may come into bail them out? If you're not sure just invest in someone who is better able to navigate bear markets or else sit it out?
https://www.theguardian.com/australia-news/2026/oct/24/victoria-property-sale-laws-published-reserve-prices-auction
https://en.wikipedia.org/wiki/The_Big_Short_(film)
https://en.wikipedia.org/wiki/Maslow%27s_hierarchy_of_needs
How a Short Seller Succeeds: The Blueprint for Strategy and Survival
The Secrets of the Short Seller: How the Pros Spot Trouble
AI Bubble: ‘This is a religious cult but with stocks’ | Ed Zitron
https://www.youtube.com/watch?v=YQgFLqPMNsU
https://www.youtube.com/@TheTechReportTR/videos
'Big Short' Steve Eisman Just Warned About AI Debt
https://www.youtube.com/watch?v=q4Xa8Dquyxs
https://www.youtube.com/@TheMathematicalTrader/videos
finance are short long funds more successful then pure long funds
AI Overview
Long/short funds are not universally more successful than pure long (long-only) funds; whether one outperforms depends heavily on market conditions, the manager's skill, and costs.
How They Compare
• Bull Markets: Pure long funds usually outperform. When the overall stock market rises strongly, long-only portfolios capture 100% of the upside without the drag, cost, or potential losses of short positions.
• Bear or Volatile Markets: Long/short funds have the advantage. By shorting overvalued stocks or hedging market exposure, they can cushion losses or even generate positive returns when markets drop.
• Costs and Fees: Long/short funds are more complex to manage. They carry significantly higher expense ratios (often 1.10% to over 2.00% compared to ~0.40% for standard equity funds), which eats into net performance.
• The Drag of Shorting: Short selling is difficult. Stock prices can rise indefinitely (meaning short positions have unlimited risk), and borrowing fees plus interest drag down returns during extended bull cycles. As highlighted in A Wealth of Common Sense, long/short strategies have historically lagged pure long equities over long periods due to high fees, borrowing costs, and strong upward market momentum.
If you'd like to narrow this down, let me know:
• What time horizon or market cycle you are planning for?
• Are you looking at mutual funds, ETFs, or hedge funds?
I can help you evaluate which structure fits your goals.
https://www.perpetual.com.au/insights/demystifying-long-short-funds/
https://www.investopedia.com/terms/l/longshortfund.asp
https://paradice.com/the-case-for-long-short-equity-understanding-strategies-approaches-key-terms/
inverse nasdaq etf
https://www.globalxetfs.com.au/funds/snas/
https://au.finance.yahoo.com/quote/SNAS.AX/
inverse sp500 etf
https://www.proshares.com/our-etfs/leveraged-and-inverse/sh
https://au.finance.yahoo.com/quote/SH/
https://etfdb.com/themes/inverse-short-etfs/
https://au.finance.yahoo.com/quote/EUO/
https://finance.yahoo.com/quote/EZPW/
https://finance.yahoo.com/quote/FCFS/
https://au.finance.yahoo.com/quote/CCV.AX/
Why Shoppers Are Turning Away From Luxury Brands | The Palki Sharma Show | IGR | India Global Review
https://www.youtube.com/watch?v=9usKzMHhvGE
https://www.youtube.com/@IndiaGlobalReview
https://au.finance.yahoo.com/quote/MC.PA/
https://www.marketwatch.com/investing/stock/mc?countrycode=fr
https://www.proshares.com/our-etfs/leveraged-and-inverse/SCC
https://www.justetf.com/en/how-to/invest-in-luxury-goods.html
Michael Howell: These Are The Only Assets That Will Survive
https://www.youtube.com/watch?v=HAIS0n-huD8
https://www.youtube.com/@NewEraFinancePodcast
https://tradingeconomics.com/commodity/sugar
https://au.finance.yahoo.com/quote/WOW.AX/
https://au.finance.yahoo.com/quote/BCOM.AX/
https://au.finance.yahoo.com/quote/VSXY/
is berkshire hathaway a good investment in bear markets
AI Overview
Yes, Berkshire Hathaway is generally considered a strong defensive investment during bear markets, though it is not completely immune to market downturns.
Reddit
·r/BerkshireHathaway
 +1
Key Advantages in Bear Markets
Massive Cash Reserves: Berkshire holds over $350 billion in cash and short-term investments. This provides a massive financial cushion and gives management the firepower to make opportunistic, discounted acquisitions or large share buybacks when other companies are starved for capital.
Seeking Alpha
 +2
Defensive Business Model: Its core operating subsidiaries—spanning insurance (like GEICO), energy, railroads, and consumer staples—tend to generate steady, down-to-earth cash flows regardless of economic conditions.
Yahoo Finance
 +1
Lower Volatility: Berkshire historically exhibits a lower beta (around 0.71) than the broader S&P 500, meaning it typically experiences less dramatic price swings during market corrections.
Reddit
·r/stocks
Value-Oriented Portfolio: Unlike the broader market or tech-heavy indexes, Berkshire avoids heavy concentration in high-flying growth or speculative tech stocks that often get hit hardest in a downturn.
Reddit
·r/BerkshireHathaway
 +1
Risks and Limitations
Not a True Short Hedge: Berkshire is still positively correlated with the broader stock market over the long run. When major indexes plunge, Berkshire's stock price usually falls as well—even if it occasionally drops less than the S&P 500 or Nasdaq.
Reddit
·r/stocks
Underperformance in Bull Markets: Because of its conservative nature and massive size, Berkshire often lags behind the S&P 500 during roaring bull markets.
Reddit
·r/BerkshireHathaway
Leadership Transition: Following Warren Buffett's step-aside and the transition to CEO Greg Abel, some investors watch closely to ensure the company's capital allocation discipline remains steady through market stress.
The Motley Fool
 +1
If you'd like, let me know:
Your investment timeline (short-term vs. long-term)
Whether you are looking at BRK.A or BRK.B shares
I can share more details on how it compares to index funds like the S&P 500.
How To Get Rich During A Recession In 2026
Nasdaq Tech Stocks Fall Heavily. Is This The Start Of A Crash? How to Play A Bear Market.
Anthropic, OpenAI Should Not Be Allowed to IPO, Says Ed Zitron
- the public doesn't realise it but it feels like top and bottom of the US/Western economies are being attacked currently by opponents/rivals of it? Wouldn't surprise me if after the next recession/depression if there is a big re-ordering/changing of global power/order? Not sure how US/West will save itself without drastic changes which many in the public I suspect may find undigestible?
https://dtbnguyen.blogspot.com/2020/04/things-spies-have-stolen-random-stuff.html
https://dtbnguyen.blogspot.com/2020/04/what-happened-to-escaped-nazis-random.html
https://dtbnguyen.blogspot.com/2026/02/how-wealthy-genuinely-make-money.html
https://dtbnguyen.blogspot.com/2016/11/saving-capitalist-democracy-random.html
https://dtbnguyen.blogspot.com/2016/11/challenges-to-us-empire-international.html
https://dtbnguyen.blogspot.com/2016/06/is-capitalism-collapsing-random.html
https://dtbnguyen.blogspot.com/2016/06/religious-conspiracies-is-capitalism.html
https://dtbnguyen.blogspot.com/2016/07/are-we-now-ussr-brexit-and-more.html
https://dtbnguyen.blogspot.com/2016/01/xi-jinping-china-background-and-more.html
https://www.news.com.au/finance/markets/cryptocurrency/binance-hack-massive-crypto-exposure-35-billion-in-assets-frozen-immediately/news-story/8024aecec0d68fefbc0e1987311f86c6
Former Australian PM: “Xi Jinping is not a status quo leader.”
Does Russia offer African countries an equal partnership? | Inside Story
https://www.youtube.com/watch?v=KVeHPPRWIMc
https://www.youtube.com/@aljazeeraenglish
The BRICS currency is dead (the new plan is far more dangerous)
WW3 Threat Expert: The WW3 Warning We Are Ignoring, The Only Way Out Is THIS! | Dr Sarah Paine
Everyone's hedging - why the world is working around the US | The Detail
How vulnerable are cryptocurrency platforms? | Inside Story
how to short european car manufacturing sector from nyse
https://money.stackexchange.com/questions/87988/how-can-a-retail-investor-short-the-german-car-industry-and-its-suppliers
https://etfdb.com/etf-education/how-to-go-short-europe-with-etfs/
https://hedgeweek.com/news/hedge-funds-up-short-bets-on-european-carmakers-amid-chinese-competition
https://au.finance.yahoo.com/quote/EUO/
https://finance.yahoo.com/quote/EPV/
https://au.finance.yahoo.com/quote/VGK/
https://au.finance.yahoo.com/quote/EUFN/
https://au.finance.yahoo.com/quote/STLA/
https://finance.yahoo.com/quote/CARD/
- this depression/recession will likely take out any country strongly integrated with the US/West? If you have any savings/investments try to steer clear of correlated markets?
What's Coming Is Worse Than the Great Depression: Top Economist Explains
which international share markets are correlated to the us share markets
AI Overview
Major international stock markets show varying degrees of correlation with U.S. share markets (such as the S&P 500), ranging from high positive correlations in developed regions to moderate or mixed ties in Asia and emerging markets.
Correlation Levels with U.S. Markets (S&P 500)
According to market data and index correlation studies (via TradingEconomics), different international indices exhibit distinct relationships with the U.S. Index 500:
International Index / Country Representative Index Correlation with U.S. Index 500 Nature of Correlation
Japan Nikkei 225 (JP225) 0.69 Strong positive correlation (driven by tech trends, exports, and global sentiment)
Canada S&P/TSX Composite (TSX) 0.35 Moderate positive correlation (tied through close economic and trade integration)
Brazil Bovespa (IBOVESPA) 0.25 Low-to-moderate positive correlation
Russia MOEX 0.20 Low positive correlation
China Shanghai Composite 0.14 Low positive correlation (largely influenced by domestic economic drivers)
Germany DAX (DE40) 0.13 Low positive correlation (though tied closely to broader European indices like the EU50 at 0.92)
Eurozone / Europe Euro Stoxx 50 (EU50) 0.10 Low direct correlation to U.S., though deeply integrated with regional European markets
India BSE Sensex / Nifty 50 -0.24 to strong short-term tie Mixed; while historical statistical matrices show periodic divergence or inverse daily prints, Indian IT and financial sectors frequently open based on U.S. overnight cues.
United Kingdom FTSE 100 (GB100) -0.32 Varies by index composition; heavy multinational and commodity weightings in the FTSE can decouple its daily moves from U.S. domestic tech-heavy indices.
Australia ASX 200 -0.02 (statistical matrix) / high daily opening influence Statistically near-zero over broader blended matrices, though the opening level of the ASX is frequently led by the prior night's performance on Wall Street.
Hong Kong Hang Seng (HK50) -0.26 Negative/low statistical correlation in baseline index models, though sensitive to global liquidity and U.S.–China macro flows.
Key Drivers of International Correlation
• Trade and Supply Chain Links: Asian markets like South Korea (KOSPI) and Taiwan are heavily tied to U.S. technology cycles, particularly the artificial intelligence and semiconductor buildouts funded by American mega-caps.
• Overnight Cues and Sentiment: Markets in the Asia-Pacific region (such as Japan's Nikkei 225 and Australia's ASX 200) often look to Wall Street's close as a primary directional indicator for their morning sessions.
• Macroeconomic Policies: Global interest rate decisions by the U.S. Federal Reserve heavily influence cross-border capital flows, currency valuations, and risk appetite across both developed and emerging markets.
• Global Index Concentration: Broader global benchmarks like the MSCI World Index feature heavy U.S. weightings (around 62% to 75% depending on the specific index scope), meaning global equity movements are increasingly dominated by U.S. market action.
Would you like to explore diversification strategies using specific international ETFs or look deeper into how currency movements affect non-U.S. returns?
https://tradingeconomics.com/stocks/correlations
- not sure how deep this depression/recession going to be? The worry that I have is that if you look around multiple parts of the global economy seem to be breaking at the moment? It points towards a global issues rather then regional. This may take time to resolve itself
Which Rich Country Goes Bankrupt First?
https://www.youtube.com/watch?v=zhQVjly5Gos
https://www.youtube.com/@OBFYT
The Global Debt Crisis Has Arrived. Lots of Regular People Will Get RICH.
https://www.youtube.com/watch?v=ZAa-Hr5AK6U
https://www.youtube.com/@MoneyyStrategist
Why Does the US Economy Feel Worse Than It Looks?
https://www.youtube.com/watch?v=jLlBm-fYi9s
https://www.youtube.com/@business
Australia's economy faces worst unemployment rise in developed world | Sunrise
https://www.youtube.com/watch?v=ophNGBJ4yBE
Government's 30 per cent trust tax sparks small business backlash | Sunrise
https://www.youtube.com/watch?v=4zFj0SZoYhU
https://www.youtube.com/@sunrise
IMF Chief Warns US Cannot Grow Out Of $40 Trillion Debt, Says China Must Spend More | VERTEX
https://www.youtube.com/watch?v=a7h_fWhr12I
https://www.youtube.com/@vertex_live
Is a tech bear market coming? A 40-year strategist’s warning
https://www.youtube.com/watch?v=wldMfxicWa4
https://www.youtube.com/@YahooFinance
Inside AI’s Circular Economy: Geopolitical Loopholes, Hidden Debt, and Financial Engineering
https://www.youtube.com/watch?v=GhJK46g-G_s
What happens to Life Insurance and Pensions If AI Bubble bursts?
https://www.youtube.com/watch?v=0fdYlaYf-uw
https://www.youtube.com/@TechButMakeItReal
https://au.finance.yahoo.com/quote/IKO.AX/
https://au.finance.yahoo.com/quote/ASIA.AX/
https://au.finance.yahoo.com/quote/IAA.AX/
https://au.finance.yahoo.com/quote/BRZU/
https://au.finance.yahoo.com/quote/YINN/
which share markets have lost more then 10% in last half of this year
AI Overview
Several major global stock markets and indices have experienced steep double-digit declines or severe corrections exceeding 10% during the second half of 2026:
• Brazil (Bovespa Index): Plunged nearly 17% in a single session following the surprise re-election of President Luiz Inรกcio Lula da Silva and concerns over fiscal deficits.
• China (SSE Composite Index): Dropped past an 11% decline from its mid-year levels amid broader regional selling pressure and economic headwinds.
• South Korea and Indonesia: Experienced severe market downturns with pullbacks surpassing 40% from yearly highs during the broader global autumn sell-off.
• Japan (Nikkei 225): Hit double-digit drawdowns exceeding 10% from its mid-year baseline amid waves of international equity volatility.
Would you like to look at the performance chart for a specific index or country, or explore the factors driving the recent global market sell-off?
which share markets have lost more then 10% in this year
AI Overview
Brazil’s Ibovespa Index crashed over 10% in a single day following the unexpected re-election of President Luiz Inรกcio Lula da Silva.
Major Market Declines in 2026
• Brazil (Ibovespa): Plummeted over 10% at the opening bell on October 26, 2026, triggering an automatic 30-minute circuit breaker on the B3 Stock Exchange and closing down nearly 14%. Investors reacted negatively due to fears of expanded public spending and growing fiscal deficits under a left-wing administration.
• US Tech and Growth Indexes (Year-to-Date / Peak Drawdowns): While major benchmarks like the S&P 500 and Dow Jones have stayed in positive territory overall for 2026, several sub-segments and tech-heavy benchmarks experienced double-digit pullbacks or year-to-date losses:
• Nasdaq 100: Down roughly 13.68% year-to-date amid a rotation away from mega-cap AI stocks.
• Russell 2000 (IWM): Down roughly 11.11% year-to-date.
• Individual Tech Leaders: High-profile names like Tesla (off ~12% to 26% from peaks) and Nvidia (down ~13% from highs) experienced sharp double-digit corrections during 2026 tech-sector turbulence.
Would you like to focus on specific regional exchanges (such as US, European, or Asian markets) or particular asset classes to check their year-to-date performance?
how long does a recession usually last
AI Overview
Recessions generally last between 6 and 18 months, with an average duration of about 11 months in modern economies like the United States.
General Timeframes
• Average duration: Since World War II, most recessions have lasted roughly 11 months (or about 10.4 months if you exclude major outliers).
• Shortest recessions: The COVID-19 pandemic-induced downturn in 2020 lasted just 2 months.
• Longest/Severe recessions: The Great Recession (2007–2009) lasted 18 to 19 months, while the Great Depression (1929–1933) dragged on for 43 to 45 months.
• Australian context: According to the Reserve Bank of Australia, advanced economies typically experience a technical recession every 7 to 10 years, though durations vary widely based on government intervention and central bank policy.
Recovery vs. Recession
The length of the contraction phase is only part of the story:
• Economic recovery: While the contraction (the recession itself) might last less than a year, returning employment, business investment, and household wealth to pre-recession levels often takes several additional years.
• Per capita downturns: Even when an economy avoids a "technical recession" (two consecutive quarters of negative GDP growth), high population growth can mask a per capita recession, where economic output per person shrinks over extended periods.
Would you like to know more about how economic indicators like unemployment or interest rates behave during a downturn, or look at historical examples?
how long does an economic depression usually last
AI Overview
Economic depressions typically last anywhere from 3 to 4 years up to a decade or more to fully recover, making them much longer and more severe than standard recessions.
Wikipedia
 +3
Duration of Major Depressions
The Great Depression (1929–1939): The initial economic contraction in the United States lasted 43 months (from August 1929 to March 1933), but the broader social and economic depression—including high unemployment and output shortfalls—persisted throughout the entire decade, only ending with the onset of World War II in 1939 (or into the early 1940s).
Charles Schwab
 +1
The Long Depression (1873–1896): Lasting roughly 23 years, this period was characterized by waves of sluggish growth and price deflation across Europe and the United States, according to the Wikipedia Economic Depression Overview.
The Australian 1930s Great Depression: Economic collapse peaked around 1932 with unemployment reaching 32%, and it took Australia nearly a decade to fully recover, as documented by the National Museum of Australia.
How Depressions Compare to Recessions
Recessions: Usually last between 6 to 18 months (averaging about 11 months in the U.S. post-WWII and generally under 12–18 months in Australia), defined typically by a drop in real Gross Domestic Product (GDP) over two or more quarters.
International Monetary Fund | IMF
 +2
Depressions: There is no strict, universal mathematical rule, but economists generally classify a downturn as a depression if real GDP drops by more than 10% or if severe economic stress and high unemployment persist for 3 or more years.
Investopedia
 +3
If you'd like, I can share more details on what causes a recession to turn into a depression or how central banks try to prevent them.
Mark Cuban: The Brutal Truth About The Next Market Crash!
Invest....(but where?). Everything is falling: Gold, Nifty, AI Stocks
- I didn't really understand how economics and politics intersected but I've learnt much about it watching the news and how it impacts markets? The wrong political party/leader can impact the way the markets operate 50-60% in a single day based on what I've seen? Hence, the reason why election rigging and coups are so important so that you can alter the board to work in your economic favour? There are no major national elections for the rest of 2026 so limited options here?
https://dtbnguyen.blogspot.com/2016/07/social-engineeringmanipulation-rigging.html
https://dtbnguyen.blogspot.com/2026/02/how-wealthy-genuinely-make-money.html
https://dtbnguyen.blogspot.com/2020/04/things-spies-have-stolen-random-stuff.html
https://dtbnguyen.blogspot.com/2020/04/what-happened-to-escaped-nazis-random.html
https://www.tradingview.com/news/benzinga:9ad316442094b:0-brazilian-stocks-set-for-record-single-day-crash-after-lula-upset/
Trading Halted For 30 Minutes, Over $200 Billion Lost | What Went Wrong With Brazil Stock Market?
https://www.youtube.com/watch?v=OAeWVBUczLI
https://www.youtube.com/@NDTVProfitIndia
https://etfdb.com/etfs/country/brazil/
https://au.finance.yahoo.com/quote/BRZU/
https://au.finance.yahoo.com/quote/BRZD/
https://en.wikipedia.org/wiki/Colour_revolution
list elections by country 2026
https://en.wikipedia.org/wiki/List_of_elections_in_2026
https://www.electionguide.org/elections/type/upcoming/
https://www.idea.int/democracytracker/elections-list
https://en.wikipedia.org/wiki/2026_national_electoral_calendar
list of electrions by country 2027
https://en.wikipedia.org/wiki/List_of_elections_in_2027
https://www.electionstracker.com/calendar/2027
https://robomacro.com/elections
- it feels like most people at the top know there's a problem but are keeping quite about it? Our markets may possibly only be currently held up lies at the moment?
https://www.news.com.au/finance/economy/australian-economy/nearly-two-million-australian-families-are-now-facing-mortgage-stress-18year-high-approaching/news-story/584cb7162ce342cacb6991e0cff64d27
https://www.news.com.au/finance/money/budgeting/coles-relaunches-price-lock-program-as-living-costs-hit-supermarket-sales-growth/news-story/946aa2a9e9e0a87e35b53ba251315779
https://www.news.com.au/finance/business/retail/bunnings-owner-wesfarmers-and-jb-hifi-report-slowing-sales-as-rate-hikes-bite/news-story/64cf91692d6f93983dbac9bbcab3e937
https://www.news.com.au/finance/economy/australian-economy/two-numbers-scare-daylights-out-of-economist/news-story/5c6c30457ae2a420bed58836460eade9
Why Does the US Economy Feel Worse Than It Looks?
https://www.youtube.com/watch?v=jLlBm-fYi9s
https://www.youtube.com/@business
The Big Short (2015) - Dr.Michael Burry Restricts Withdrawals from Scion Capital [HD 1080p]

Random Stuff:
- as usual thanks to all of the individuals and groups who purchase and use my goods and services
http://sites.google.com/site/dtbnguyen/
http://dtbnguyen.blogspot.com.au/
- latest in science and technology
https://www.recreator3d.com/mk6funsize
https://www.howtogeek.com/people-are-turning-water-bottles-into-free-3d-printer-filament/
https://www.abc.net.au/news/2026-10-27/anthropic-eyes-biggest-ever-ipo-as-ai-funding-dries-up/107312804
https://www.news.com.au/finance/markets/cryptocurrency/binance-hack-massive-crypto-exposure-35-billion-in-assets-frozen-immediately/news-story/8024aecec0d68fefbc0e1987311f86c6
https://www.presstv.co.uk/Detail/2026/10/27/779335/Iranian-researchers-develop-XRF-analyzer-to-test-precious-metals-in-under-minute
https://www.news.com.au/finance/markets/cryptocurrency/binance-hack-massive-crypto-exposure-35-billion-in-assets-frozen-immediately/news-story/8024aecec0d68fefbc0e1987311f86c6
- latest in finance and politics
https://www.theguardian.com/law/2026/oct/30/marist-brothers-law-firm-carroll-and-odea-abuse-case-act-ntwnfb
https://www.realestate.com.au/news/investor-lending-for-new-homes-hits-record-high-as-broader-mortgage-market-plunges/
https://www.news.com.au/technology/motoring/motoring-news/85bn-wiped-volvo-hits-the-wall-slashes-jobs/news-story/209632e4d1751c1e0862bf46ba3894f2
https://www.smh.com.au/business/workplace/coles-worker-sacked-after-restraining-suspected-thief-to-receive-6500-20261027-p618ut.html
https://www.smh.com.au/world/europe/serbia-s-election-shows-new-vulnerability-for-nationalist-populists-20261027-p618te.html
https://www.realestate.com.au/news/on-the-hook-falling-home-values-threaten-a-huge-source-of-aussie-home-loans/
https://www.news.com.au/finance/money/tax/its-a-bad-idea-extreasurer-slams-calls-to-raise-gst/news-story/e7988aa001492b263610b88909aa8489
https://www.news.com.au/technology/online/security/prepare-now-why-world-leaders-are-pushing-everyday-families-to-start-emergency-prepping/news-story/d5da40d1e1c292eca4277c4be0764dbe
https://www.consumer.vic.gov.au/latest-news/supreme-court-orders-second-shutdown-of-panda-mart-stores
- latest in defense and intelligence
https://www.abc.net.au/news/2026-10-29/russia-jet-powered-shahed-geran-drones-ukraine-war-kyiv-attacks/107232266
https://www.abc.net.au/news/2026-10-27/afp-data-shatters-youth-radicalisation-assumptions/107316300
https://rt-english.com/africa/647764-why-africa-needs-russia/
https://rt-english.com/africa/647788-west-pushing-anti-russian-propaganda/
https://rt-english.com/india/647599-russian-indian-brahmos-missile/
https://rt-english.com/news/647982-us-nuclear-site-fire/
https://www.presstv.co.uk/Detail/2026/10/29/779451/irgc-air-defenses-destroy-14th-us-mq-1-drone-over-strait-of-hormuz
- latest in animal and environmental news
https://www.msn.com/en-gb/news/other/summer-olympics-or-a-wildlife-park-orangutan-shows-off-its-acrobatic-skills/ar-AA2gcS9C?ocid=BingNewsVerp
https://www.msn.com/en-my/news/other/ensnared-female-orangutan-and-her-baby-rescued-in-indonesia/ar-AA2g0QtO?ocid=BingNewsVerp
- latest in music and entertainment
https://cookingwithlei.com/meat-sauce/
https://www.theguardian.com/football/2026/oct/27/florida-soccer-game-three-year-old-boy-benched-police
https://www.thesun.co.uk/sport/40668785/football-manager-awkward-interview-journalist-sabina-jaksova/?

Random Quotes:
- Jack Weis has a Ph.D. in chemical engineering from Ivy League powerhouse Princeton. His research on ice formation was cited by the Nobel committee.
Now he can’t even get a food-prep job with a company that sells frozen crab cakes.
Since graduating in 2024, Weis has applied to more than 2,300 jobs and still hasn’t landed one, according to The Wall Street Journal.
He started with pharmaceutical science roles and national lab fellowships. When that didn’t work out, he widened his search to software engineering and eventually frozen crab prep.
Two years after finishing his doctorate, Jack Weis is living in his parents’ basement. “It’s quite surprising,” said his mom. “I don’t know how to put it together.”
His story reflects a frozen job market for college graduates. Economists call it a “low-hire, low-fire” environment, where workers stay put and openings stay scarce.
Long-term unemployment this summer hit its highest level in over a decade outside the pandemic, and AI screening tools are making it harder for applicants to reach a human.
https://www.facebook.com/Entrepreneur
- The U.S. Navy Pre-Flight School developed a scientific method to ensure their pilots could get shut-eye anytime, anywhere—even with gunfire in the background. The method is surprisingly effective: after six weeks of practice, 96% of pilots could fall asleep in two minutes or less.
Step 1️⃣: Relax in your seat.
Given the space constraints of a typical plane, the pilots were taught to sleep in a seated position. They put their feet flat on the ground while relaxing their hands in their laps.
Breathe slow, deep breaths while relaxing every muscle in your face and letting your forehead, cheeks, mouth, tongue, and jaw go limp.
Step 2️⃣: The Upper Body Drop
Next, let your shoulders drop as low as they can go, releasing the tension in your neck. Then, move to your arms. Start with your dominant side. If your bicep feels tight, tense it hard for a second and then let it drop like a dead weight. Move down to your forearm, then your hands and fingers. Repeat this on the other side.
Step 3️⃣: The Lower Body Release
Once your upper body is loose, exhale deeply to release any remaining tension in your chest. Then, move your focus to your legs. Tell your right thigh muscle to sink into the mattress (or chair). Move down to your calf, ankle, and foot. Repeat the process with your left leg until your limbs feel heavy and warm.
Step 4️⃣: The 10-Second Mind Clear
Now that your body is physically relaxed, the final hurdle is your brain. You need to stop the "thinking" process for just 10 seconds. Ackman suggests two methods to clear the static:
The Static Image: Visualize yourself lying in a canoe on a calm lake with nothing but a clear blue sky above you. Hold that image.
The Mantra: If you struggle with visualization, repeat the words "Don't think, don't think, don't think" over and over for 10 seconds.
Once the body is relaxed and the mind is clear, the method dictates that sleep will follow almost instantly. While it takes practice to master, the results suggest it’s a skill worth learning. Learn more below. See less
https://www.facebook.com/GOODHQ
- He was 25 the day the prison gate closed behind him.
He was 89 the day it opened again.
In June 2022, Kumamoto Prison released Sueo Inamura on parole after roughly 64 years inside — among the longest stretches anyone has ever served in Japan.
The Japan he came back to had no idea what to do with him, and he had no idea what to do with it.
His story starts in 1958, the same year Tokyo Tower went up.
Working at a factory in Saitama, he had been promised a permanent job that never materialized — so he attacked his boss with a sashimi knife and killed him.
Life sentence.
Barely six months later, inside Chiba Prison, he and another inmate stabbed a fellow prisoner to death.
Prosecutors wanted him hanged; the judge gave him a second life sentence instead.
For the next six decades he watched the world change on prison TVs and in magazines — but knowing about something and using it turned out to be two very different things.
Fresh out, he tried to buy a drink by folding a 1,000-yen bill in half and stuffing it into a vending machine.
When nothing dropped, he assumed the machine was broken.
He left with about 1.3 million yen, roughly $8,500, in wages from 64 years of prison labor.
He went in under Emperor Showa and came out under Reiwa — the entire Heisei era, all 30 years of it, happened while he was inside.
https://www.facebook.com/japaninsidehq
- Doctors have completed a landmark medical procedure by implanting a windpipe created entirely from a patient’s own cells. Because the tissue was biologically matched, the body accepted it as its own.
Unlike conventional transplants, the procedure required no donor organ and eliminated the need for lifelong immune-suppressing drugs. This removes one of the most dangerous long-term risks in transplant medicine.
The windpipe was created using a biodegradable scaffold seeded with the patient’s stem cells and grown under controlled conditions. Once implanted, the structure supported natural tissue development and function.
This case demonstrates how bioprinting can rebuild damaged organs rather than replace them. It opens new possibilities for treating severe airway injuries and congenital conditions.
Researchers say the success marks a broader shift toward personalized, rejection-free regenerative therapies. Similar approaches could eventually be applied to more complex organs.
#MedicalBreakthrough #Bioprinting #RegenerativeMedicine #StemCells #FutureHealthcare
https://www.facebook.com/engineeringexploration
- In 1986, a person with Down syndrome in Australia stayed at home. That was the norm.
Russell O'Grady was 18 when he walked into the McDonald's in Northmead, Sydney. He got there with help from Jobsupport, a program that found jobs for people with moderate intellectual disabilities. He started out packing party boxes. Over time, he took on other tasks, even in the kitchen.
He worked at the same location for 32 years. He retired in December 2018, at 50, to take care of his health.
What happened over those years can't fit into a contract. Courtney Purcell, his supervisor, said there were customers who came on purpose on Thursdays and Fridays to see him. Others wouldn't even come in if he wasn't on shift. His coworkers looked after him.
His father, Geoff, said people would stop him in the street to shake his hand. He also said the job had given him a different perspective on life. His brother Lindsey said Russell loved his job.
Gabrielle Bartlett, from Jobsupport, summed it up this way: they were pioneers in showing that people with moderate disabilities can contribute to the workforce.
Sometimes change doesn't begin with a law. It begins with someone opening a door, and with a place where they're waiting for you to take your turn.
https://www.facebook.com/upsoclpositive
- He was serving a 25-year sentence for murder when a forgotten math textbook changed everything.
Christopher Havens arrived in a maximum-security prison in Washington carrying the weight of a life defined by bad decisions, drugs, violence, and crime. By 2011, at thirty-one years old, his future looked brutally fixed. For most people, prison is where ambition ends and hope withers.
For Christopher, prison gave him something he’d never had before: time.
One day, a cellmate left behind a math textbook. Out of boredom more than curiosity, Christopher picked it up. Math had never been his strength. He had scraped through school and dropped out without direction. But alone in his cell, with long hours and nothing to distract him, he began working through the problems.
Something unexpected happened.
The logic clicked. The rules held. In a life ruled by chaos, math offered certainty, answers that were either right or wrong, systems that rewarded patience and precision. It gave him clarity where everything else had failed.
He asked the prison education program for more books. Then harder ones. He taught himself algebra. Then calculus. Then advanced topics most students never encounter without a university classroom. Night after night, he worked alone, filling pages with symbols and proofs.
Eventually, he hit limits. Some concepts were too advanced to unravel alone. He needed guidance.
So Christopher did something audacious: he wrote letters to professional mathematicians around the world, asking for help.
Most never replied. Understandably so. Letters from a convicted murderer asking about abstract mathematics rarely make it to the top of an academic inbox. But one mathematician answered: Umberto Cerruti from the University of Turin.
Cerruti didn’t condescend. He challenged Christopher.
He sent materials on number theory, one of mathematics’ most abstract and demanding fields, and assigned problems that would test even trained researchers. Christopher responded with pages of handwritten work, careful, rigorous, original.
Working with nothing but paper, pencils, and books in a prison cell, Christopher began exploring continued fractions and quadratic irrationals, ideas first studied by Euclid more than two thousand years ago. This wasn’t homework. This was research.
Then came the moment that stunned everyone.
Christopher produced an original result.
He uncovered new insights into relationships within number theory that had eluded others. Cerruti shared the work with colleagues. They checked it. Verified it. It held up.
This wasn’t impressive for a prisoner. It was impressive, period.
In 2020, Christopher Havens’ research was formally published in Research in Number Theory, a respected peer-reviewed journal. A man serving decades in prison, with no college degree and no access to computers or university libraries, had contributed original, doctoral-level mathematics to human knowledge.
The academic world took notice. Mathematicians shared the paper. Educators pointed to his story as proof that opportunity, not background, often determines potential. Journalists and filmmakers followed. Prison-education advocates cited the case as evidence that learning can transform lives even in the harshest conditions.
But the mathematics, remarkable as it is, may not be the most important part.
The transformation is.
The man who entered prison defined by violence discovered discipline, purpose, and a way to give back. Christopher went on to co-found the Prison Mathematics Project, mentoring incarcerated students around the world, helping them study mathematics and believe in futures larger than their worst mistakes.
He continues his own research, tackling problems that challenge professional mathematicians. He won’t be eligible for release until 2036. Yet in many ways, he’s already free, free to think, to create, to contribute.
Christopher Havens’ story isn’t an argument that crimes don’t matter. It’s proof that people are more than the worst thing they’ve done. That genius doesn’t require privilege. That education can unlock minds society has written off.
Somewhere in a prison cell tonight, someone is staring at a page of numbers, unaware of what they might become.
A math textbook left behind by a cellmate unlocked a mind capable of advancing two-thousand-year-old questions. That should change how we think about punishment, education, and human potential.
https://www.facebook.com/VH1BehindTheMusic
- #ChristopherHavens #Prison #Education #Mathematics #SecondChances #InspiringStories #viralpost
After sharp bedrock on Mars began punching holes in the rigid aluminum wheels of the Curiosity rover, engineers at NASA’s Glenn Research Center set out to build a tire that is simultaneously soft as rubber and indestructible as steel.
Traditional woven steel-spring tires used on the Apollo lunar roving vehicles worked well on soft moon dust, but if deformed too far over sharp rocks, ordinary steel permanently bends out of shape.
NASA materials engineers solved the problem by weaving hundreds of coiled radial springs out of stoichiometric Nitinol  a “shape-memory” alloy made of 50% nickel and 50% titanium.
Instead of stretching atomic bonds until they slip and bend like normal metals, Nitinol absorbs extreme crushing forces by reversibly shifting its internal crystal structure between two solid phases (austenite and martensite).
Capable of handling 30 times more deformation than steel without permanently bending, the airless Nitinol tire can deform all the way down to the axle over jagged boulders and instantly spring back into a perfect circle.
https://www.facebook.com/TechmedTimes
You don't need to get accepted into MIT to learn from one of the world's most prestigious universities. And the best part? It's completely free.
Through MIT OpenCourseWare, the Massachusetts Institute of Technology has made learning materials from more than 2,500 courses available online, covering nearly its entire undergraduate and graduate curriculum.
Anyone, anywhere in the world, can access these educational resources without paying a single cent, and there's no registration, enrollment, or tuition required.
Depending on the course, the materials include lecture notes, assignments, exams, reading materials, textbooks, and even full video lectures.
From computer science and engineering to mathematics, business, and the humanities, MIT has opened a massive collection of educational resources to learners around the world.
However, there's an important distinction. These are free course materials, not full instructor-led MIT classes. Learners do not receive academic credits, grades, certificates, or degrees from MIT simply by accessing them.
Still, it's an incredible opportunity to learn from materials developed by professors at one of the world's leading universities, regardless of where you live.
If you could study any subject using MIT's free learning materials, what would you choose?
https://www.facebook.com/thebrainymonkeys
Karanbir Cheema was 13 years old and knew all too well what it was like to live in fear of food: he was allergic to dairy, wheat, gluten, eggs, and nuts.
On June 28, 2017, at his school in Greenford, west London, a classmate threw a piece of cheese at him, and it landed on his neck. He didn’t eat it; it only touched his skin. Even so, he immediately suffered anaphylactic shock. School staff administered an EpiPen that had expired 11 months earlier and failed to give the necessary second dose. After spending ten days in hospital, Karanbir died.
In May 2019, the inquest ruled that the classmate’s action was “childish and thoughtless.” The coroner concluded that the children involved were unaware of Karanbir’s condition and had no intention of harming him, absolving them of criminal liability.
However, the court held the school directly responsible for institutional negligence. The inquest found that the school had failed to educate its students about the dangers of allergies and had maintained a deficient internal medical plan, with expired medication and instructions poorly carried out by staff.
The case concluded with official prevention reports issued to the UK’s Department for Education and Department of Health, calling for changes to national school protocols. For Karanbir’s mother, Rina, her son’s death was the result of preventable failures, so her family decided to take legal action against the school.
https://www.facebook.com/upsocltheenigma
- A 2.2-KILOMETER FLOATING BARRIER IS HELPING THE OCEAN CLEANUP REMOVE PLASTIC FROM THE PACIFIC OCEAN.
The Ocean Cleanup’s System 03 is designed to collect floating plastic from the Great Pacific Garbage Patch, where ocean currents concentrate enormous amounts of marine debris.
Researchers estimate the patch contains around 1.8 trillion pieces of plastic, weighing approximately 100,000 tonnes.
But it isn't a solid island of garbage. The plastic is spread across a vast area, from large discarded items to tiny fragments drifting beneath the surface. Collecting it is a huge engineering challenge.
The Ocean Cleanup is also tackling the problem upstream with systems designed to intercept plastic in rivers before it reaches the sea.
That matters because cleaning up existing pollution is only half the battle. Preventing more plastic from entering the ocean is essential to making lasting progress.
The ocean cannot keep absorbing our waste. We need to remove the plastic already there—and stop sending more.
https://www.facebook.com/BeautyOfPlanetEarth1
A 22-year-old Russian man named Artyom Avdeev reportedly lost the ability to walk after developing serious health problems following years of heavy energy drink consumption. According to reports from November 2025, he started drinking energy drinks when he was just 14 years old. He often stayed awake late at night playing video games and depended on these drinks to remain alert. Over time, his consumption increased to several cans a day, sometimes without eating proper meals.
His health problems became serious in the summer of 2025 when he experienced severe stomach pain, nausea, and vomiting. Doctors diagnosed him with pancreatitis, a condition involving inflammation of the pancreas. The pancreas is an important organ that helps the body digest food and control blood sugar. In severe cases, pancreatic tissue can become damaged and begin to die, a dangerous condition called pancreatic necrosis.
Artyom later developed additional complications, including nerve damage affecting his legs. Doctors reportedly diagnosed him with polyneuropathy, a condition that damages multiple nerves and can cause weakness, numbness, and difficulty walking. His condition became so serious that he needed a wheelchair. Reports described him undergoing rehabilitation in St. Petersburg to regain movement and improve his strength.
This case highlights concerns about excessive energy drink consumption, particularly among young people. These drinks often contain high amounts of caffeine and other stimulants that can affect sleep, heart rate, and blood pressure. Although reports linked his illness to energy drinks, the exact cause of his pancreatic damage has not been medically established. His experience is an important reminder that energy drinks cannot replace proper sleep, balanced meals, and healthy daily habits.
#techmedtimes #fblifestyle #health #energydrinks #medicalawareness
https://www.facebook.com/TechmedTimes

Automated Government and Getting Country Issues via AI/ML, What is Wabbing?, and More

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