rexresearch.com  // rexresearch1.com

Stuff & Stuff
THE Premiere Infra-Universal Journal of Sci-Tech News & Olds & Socio-Stupidic Studies
  [ Updated 32 June 2026 ]


2025 : April //  March  //  February  //  January
2024 : December //  November //  October  //  September  //  August  //  July  //  June  //  May  //  April   //  March  //  February  //   January



https://www.youtube.com/watch?v=wu9pgN3JKvk
Introducing Rex Research : AirWells, PooGloos and Other Innovations That Will Blow Your Mind

Wha's Nuvo ?

https://www.youtube.com/shorts/AreQHu51dpo
Is Elon Musk A Front For The NewWO // FutureForecasters

https://interestingengineering.com/health/new-tech-cuts-brain-tumor-diagnosis-time
New DNA test slashes brain tumor diagnosis time from 8 weeks to just 2 hours
The new method uses a technology called nanopore sequencing, which can quickly read the DNA of a tumor. It works by passing strands of DNA through a tiny device filled with microscopic holes, or pores. As the tumor’s genetic material is fed through the pores, the DNA strands are separated and pulled through one at a time.
These changes help identify the order of the DNA’s building blocks. Once the DNA is read, special software developed by the researchers compares it to a library of known brain tumor types. This helps doctors quickly figure out what kind of tumor a patient has, often within just a few hours.
Each test costs about £400, similar to what current genetic testing methods already cost...

https://interestingengineering.com/innovation/japan-new-magnetic-memory-record-speed
RAM it up: New magnetic memory slashes write power by 35% at record speed

Japanese scientists have developed a spin-orbit torque magnetoresistive random-access memory (SOT-MRAM) device with the world’s lowest write power in a significant step toward energy-efficient, high-speed and commercially viable memory solutions.

https://interestingengineering.com/innovation/nanomaterial-pulls-water-from-air
New physics-defying nanomaterial gathers water from air directly
The material works through capillary condensation, a phenomenon where water vapor turns into liquid within microscopic pores, even when the humidity is relatively low.
...The researchers at the University of Pennsylvania School of Engineering and Applied Science were reportedly testing a mix of hydrophilic nanopores and hydrophobic polymers when they unexpectedly noticed water droplets forming on the material’s surface.
“We weren’t even trying to collect water,” Daeyeon Lee, a Russell Pearce and Elizabeth Cr
Simian Heuer professor in chemical and biomolecular engineering (CBE), said. “It didn’t make sense. That’s when we started asking questions.”
Upon analyzing the results, the team realized they had created a material with the perfect balance of water-attracting nanoparticles and water-repelling polyethylene, giving rise to its unusual behavior.
https://www.science.org/doi/10.1126/sciadv.adu8349
Amphiphilic nanopores that condense undersaturated water vapor and exude water droplets
Baekmin Q. Kim et al
Abstract
-- Condensation of water vapor in confined geometries, known as capillary condensation, is a fundamental phenomenon with far-reaching implications. While hydrophilic pores enable liquid formation from undersaturated vapor without energy input, the condensate typically remains confined, limiting practical utility. Here, we explore the use of amphiphilic nanoporous polymer-infiltrated nanoparticle films that condense and release liquid water under isothermal and undersaturated conditions. By tuning the polymer fraction and nanoparticle size, we optimize condensation and droplet formation. As vapor pressure increases, voids fill with condensate, which subsequently exudes onto the surface as microscopic droplets. This behavior, enabled by a balance of polymer hydrophobicity and capillarity, reveals how amphiphilic nanostructures can drive accessible water collection. Our findings provide design insights for materials supporting energy-efficient water harvesting and heat management without external input.

https://www.sustainability-times.com/impact/wood-breakthrough-stuns-engineers-as-new-molecular-process-makes-it-tougher-than-steel-and-lighter-than-aluminum/
Wood Breakthrough Stuns Engineers as New Molecular Process Makes It Tougher Than Steel and Lighter Than Aluminum
..Superwood, developed by InventWood, is a revolutionary material designed to be twelve times stronger than natural wood.
Allan BRADSHAW, et al. : Inventwood Patents:
TRUNCATING THE DISTRIBUTION OF MODULUS PROPERTIES IN NATURAL POPULATIONS OF WOOD -- US12122065
STRENGTH-ENHANCED ENGINEERED STRUCTURAL MATERIALS, AND METHODS FOR FABRICATION AND USE THEREOF -- WO2024044160
DENSIFIED LIGNOCELLULOSIC FIBERS, CONCRETE REINFORCED WITH SUCH FIBERS, AND METHODS FOR FABRICATION AND USE OF SUCH FIBERS -- WO2025019374
PLANT MATERIALS WITH IMPROVED WATER STABILITY, AND METHODS FOR FABRICATION THEREOF -- WO2024220910
VACUUM-INSULATED STRUCTURES EMPLOYING PLANT MATERIALS, AND METHODS FOR FABRICATION AND USE THEREOF -- WO2024102179
TRUNCATING THE DISTRIBUTION OF MODULUS PROPERTIES IN NATURAL POPULATIONS OF WOOD -- WO2024044264

https://www.youtube.com/watch?v=fguk4afNtp8
Thunderstorm Generator | UPDATED COMPLETE DIY BUILD GUIDE (2025) | Malcolm Bendall's Plasmoid Tech

https://www.youtube.com/watch?v=H_oeUoK5QnQ
ELECTRIC #STONE (nanoporous alpha magnetite) // peter lang

https://www.youtube.com/watch?v=zhLVw5vX0Pk&t=7s
NIR-to-violet photon upconversion // Yanai Nobuhiro
https://www.youtube.com/watch?v=-WGPgGoQR74
Plasmon-Enhanced Upconversion

https://www.youtube.com/shorts/FewvqQhCNGk
Have We Already Been Through a Timeline Shift!?
https://futureforecasters.com

https://interestingengineering.com/science/cement-battery-turns-buildings-into-power-banks
Breakthrough cement battery turns buildings into rechargeable power banks
Georgina Jedikovska
The innovative material incorporates metakaolin, a synthetic aluminosilicate derived from kaolinite clay, offering both strength and ionic conductivity.
Researchers in France and Spain have designed a groundbreaking cement-like material that not only supports structural loads but also functions as a rechargeable battery.
The team consisting of scientists from the University of Bordeaux and the University of Basque Country, believes this innovative device could pave the way for a new generation of energy-storing buildings, where walls themselves help store and deliver power.
Led by Vadim M. Kovrugin, PhD, an assistant professor specializing in energy storage, the study focused on transforming metakaolin – an amorphous, synthetic aluminosilicate produced by heating kaolinite clay – into functional energy-storing material.
When mixed with a carefully formulated activating solution, this highly reactive substance formed a durable geopolymer paste, which, once embedded with zinc (Zn) and manganese dioxide (MnO₂) electrodes, becomes a high-performance solid-state battery.
The system delivered an impressive energy storage capacity of around 3.3 watt-hours per liter, marking a significant step forward in integrating power systems directly into construction materials...

https://interestingengineering.com/energy/scientists-make-green-hydrogen-from-urine-cut-energy-use-by-27-in-wild-breakthrough
Scientists make green hydrogen from urine, cut energy use by 27% in wild breakthrough Aamir Khollam

https://www.eurekalert.org/news-releases/1082537
 KIST leads next-generation energy storage technology with development of supercapacitor that overcomes limitations

A research team led by Dr. Bon-Cheol Ku and Dr. Seo Gyun Kim of the Carbon Composite Materials Research Center at the Korea Institute of Science and Technology (KIST) and Professor Yuanzhe Piao of Seoul National University (SNU) has developed a high-performance supercapacitor that is expected to become the next generation of energy storage devices. The technology developed by the researchers overcomes the limitations of existing supercapacitors by utilizing an innovative fiber structure composed of single-walled carbon nanotubes (CNTs) and the conductive polymer polyaniline (PANI).
..supercapacitors offer faster charging and higher power density, with less degradation over tens of thousands of charge and discharge cycles. However, their relatively low energy density limits their use over long periods of time, which has limited their use in practical applications such as electric vehicles and drones.
To solve this problem, the researchers uniformly chemically bonded single-walled carbon nanotubes (CNTs), which are highly conductive, with polyaniline (PANI), which is processable and inexpensive, at the nanoscale. This creates a sophisticated fiber structure that simultaneously enhances the flow of electrons and ions, resulting in a supercapacitor that can store more energy while releasing it at a faster rate.
The developed supercapacitor has been shown to maintain stable performance even after more than 100,000 charge and discharge tests and is durable even in high-voltage environments....
KR102214570 -- Electrode Supercapacitors comprising the same and secondary battery comprising the same   
Inventor: HWANG MIN SIK // KU BON CHEOL   

https://www.youtube.com/watch?v=2sS9zygttxw
Living Legends of Aviation Gala Recognition Video
https://www.klein-vision.com/
RESEARCH & DEVELOPMENT  // Klein Vision

AirCar is composed of several functional units. Its aerodynamic fuselage provides enough space for the passengers and, at the same time, contributes to better lift characteristics during the flight.  Among advanced technologies are the retractable wings, folding tail surfaces, parachute deployment system, etc. The folding tail surfaces contribute to a better longitudinal stability and take-off characteristics, just like in a conventional aircraft. However, in the car mode, retracted tail results in a more compact size.

https://remoteview.substack.com/p/o-day-inside-out
Remote View
Matter <-> Energy transducer

https://www.youtube.com/watch?v=JDRiTS7w59U&embeds_referring_euri=https%3A%2F%2Fremoteview.substack.com%2F
 What is really inside? - Sunday 11th May 2025 Presentation Primer // Bob Greenyer
https://www.youtube.com/watch?v=JDRiTS7w59U&embeds_referring_euri=https%3A%2F%2Fremoteview.substack.com%2F
Bob Greenyer
starts to make the case that monopoles are the cause for some of the most extraordinary findings of the past 50 years. Drawing on his own empirical data, and that of many other researchers he applies the findings to, amongst other things,
1. The Papp Engine accident including an overlooked fact from the personal testimony of ‪Richard Feynman
2. The witnessed ability of Brown Gas to near-immediately stabilise radio-nuclides, giving reason to the specific method used
He concludes by referencing an awarded but expired patent, priority 1992, which he came across in August 2020 where the inventor has clearly observed the exact same phenomenon and come to similar explanations for what is going on.
https://drive.google.com/file/d/1ONnH4_eK98_m3WIE3i_z2tFoEW4JJ9Tm/view?pli=1
Magnetic Monopole Clutch.pdf

https://patentscope.wipo.int/search/en/detail.jsf?docId=WO2002067270&tab=DRAWINGS
WO2002067270 - METHOD FOR PRODUCING ELECTRIC POWER (VARIANTS) AND A SOLINE CONTROLLED QUANTUM NUCLEAR REACTOR FOR CARRYING OUT SAID METHOD
RU2087951C1
LASER FUSION REACTOR AND ITS CONTROL MEMBERS...
Inventor: SOLIN MIKHAIL I [RU]    
SOLIN'S QUANTUM NUCLEAR REACTOR AND ITS CONTROL ELEMENTS..

https://www.sciencedaily.com/releases/2025/05/250508112717.htm
Scottish shrimp study illuminates new potential for bait-less fishing
Fishing pots fitted with LED lights catch significantly more shrimp and fish, new research shows... up to 19 times more northern shrimp than unlit pots.
https://www.sciencedirect.com/science/article/pii/S0964569125001255?via%3Dihub
Effects of illumination and pot design on catch and bycatch when targeting northern shrimp (Pandalus borealis) using white LED PotLights
Thomas W. Horton et al

https://www.youtube.com/watch?v=w0tqDbrtpNk
Why Electroculture Works: The Science Behind the Spark
Electrotropism, Magnetotropism, and Structured Water: The Hidden Forces Behind Explosive Plant Vitality
ElectroCulture Database:
http://rexresearch1.com/ElectroCulture/ElectrCultureLibrary.html
http://rexresearch1.com/ElectrocultureBooks/ElectrocultureBooks.html

https://www.iflscience.com/for-the-first-time-common-hospital-superbug-found-to-break-down-medical-plastics-79212
For The First Time, Common Hospital “Superbug” Found To Break Down Medical Plastics [ Pseudomonas aeruginosa ]

https://www.orthomolecular.org/
Orthomolecular.org
 Two-time Nobel Prize winner, and molecular biologist, Linus Pauling, Ph.D.,coined the term "Orthomolecular" in his 1968 article "Orthomolecular Psychiatry" in the journal "Science."
Orthomolecular medicine describes the practice of preventing and treating disease by providing the body with optimal amounts of substances which are natural to the body...

https://bioenergylifescience.com/
Bioenergy Ribose, the only patented and FDA GRAS-certified multi-functional D-Ribose on the market..

https://www.youtube.com/watch?v=m9NdqqE1Smo
The Eidograph - A Wonder Drawing Tool //  Robert Murray-Smith
https://www.thingiverse.com/thing:7030645
The Eidograph - A Wonder Drawing Tool // ThinkingandTinkering
You can find a video about this here :
https://youtu.be/m9NdqqE1Smo

https://www.youtube.com/watch?v=uP1XCN3yHjk
Endless FREE Energy| I Made My Own Endless Battery From Activated Carbon+Copper Pipe |Holic Unknowns

https://www.youtube.com/watch?v=v-SE6P7o-Qs
Don Smith Energy Process // Joel Lagace

https://www.youtube.com/watch?v=eIxvHLHOqQE
Your SIM Card Is a Silent Spy – Here’s How It Tracks You Without GPS!

https://www.youtube.com/watch?v=KePuZvZxXSU
2025 NEW VOLONAUT AIRBIKE

https://volonaut.com/airbike
Volonaaut
Airbike flying motorbike // Tomasz Patan


https://clifhigh.substack.com/p/secrets-revealed-black-money-machines
Secrets Revealed - Black Money Machines // We are there, now // clif high






https://www.youtube.com/watch?v=ZSHJ3jU6DiE
An invisible POWERFUL force is SWARMING the Earth and PROOF it's causing the Light Phenomenon!

https://www.youtube.com/watch?v=8E5YmFb2SrQ
Self Charging LED // Joel Lagace
...a live demonstration of field-structured energy transfer through time-asymmetric dynamics.
The high-Z electret cells don’t source current, but they allow potential to structure the system.
The LEDs form the nonlinear timing gate—the system’s pulse rhythm.
The transformer and blink collapse release real inductive energy—not sourced from the battery, but from the system's own internal field behavior.
The battery gets charged not from direct current flow, but via spike absorption, which the loop structure naturally feeds back.
This is what Bearden called “regauging the system”—altering the potential across a circuit such that work is done by the field, not by conventional current.
An Energy Ascent Process Using Time-Phased Potential Transfer
1V electret field = provides a stable scalar potential, not current.
High-Z loop = strictly regulates current to 1mA or less, preventing dissipation and enabling potential to "accumulate."
Blinking LED = acts as a nonlinear switch triggered by rising loop voltage—adds a time gate to the system.
Transformer spike = captures the sudden collapse in impedance, releasing stored energy as a sharp voltage pulse.

Thank you, Poland :
https://www.youtube.com/watch?v=874t-xQOm0U
How the Winged Hussar Saved Europe

https://www.tomsguide.com/ai/these-5-ai-prompts-work-like-magic-no-matter-which-chatbot-you-use
By Amanda Caswell  [Excerpts
]
1. Securing the right tone
Prompt: “Rewrite this in two tones: one casual and one professional.”
Swap out the tone styles to experiment further.
“Rewrite this in the voice of a Gen Z founder vs. a seasoned exec.”
“One version for a TED Talk, one for a Reddit comment.”
“One persuasive, one skeptical.”
It’s a great way to test how your message lands before you hit send.
2. Summarization
Prompt: “Summarize this without losing nuance”
Paste in your content and prompt the AI: “Summarize this without losing nuance. Keep key quotes and stats where relevant and note any conflicting points or important tone shifts.”
3. Asking the right questions
Prompt: “What questions should I be asking about this topic / plan / idea before I move forward?”
You can tailor this prompt to different contexts or roles for more targeted insight:
“What would a lawyer ask before signing this?”
“What should I ask before launching this on social?”
“What questions would a skeptical investor raise?”
4. Creative ideas
Prompt: “Give me 3 ideas for [X], and explain why each one could work”
"Rank these based on originality."
"Which one would perform best on Instagram?"
"Combine idea 1 and idea 3 into something more unique."
5. Challenge ideas
Prompt: “Play devil’s advocate and poke holes in this idea. Be brutally honest.”
Add:
“Respond like an investor with limited patience.”
“Be a rival company trying to discredit this.”
“What would a Reddit thread hate about this?”
6. Expert advice
Prompt: “Act like an expert in [field] and explain this in plain English”
“Explain this to someone without a law degree.”
“Break this down for a parent of a child with an IEP.”
“Talk to me like I’m new to investing and don’t want to sound clueless.”
7. Getting it done faster
Prompt: “What’s the fastest way to do this using AI tools I might already have access to?”
“Include any browser extensions or hidden settings.”
“Show me how to automate this with Gemini in Gmail.”
“Break this into 3 steps I can do in under 15 minutes.”
8. Discovery
Prompt: “What am I missing here?”
“From an outside perspective, what am I missing, underestimating, or getting wrong?”
You can also add context like: “Assume you're an investor,” or “Respond like a skeptical parent,” to tailor the kind of feedback you get.
9. Mental organization
Prompt: “Turn this into a checklist / table / calendar / step-by-step plan”
"Turn this into a Notion-style table with columns for due date, priority, and status.”
“Color-code by urgency: red for urgent, yellow for medium, green for low.”
“Add estimated time to complete next to each step.”
https://www.tomsguide.com/ai/i-use-gemini-every-day-here-are-7-prompts-i-cant-live-without
I use Gemini every day — here are 9 mind-blowing prompts I can’t live without
Prompt: “Summarize this article in 3 bullet points”
Prompt: “Brainstorm 10 creative ideas for [topic]”
Prompt: “Explain [complex topic] like I’m 10 years old”
Prompt: “Give me a step-by-step plan to [goal]”
Prompt: “Act as a [role] and give me advice on [situation]”
Prompt: “What are the most common mistakes beginners make in [hobby/job/skill]?”


https://interestingengineering.com/military/us-air-force-gets-eagle-like-glider-robots
US Air Force gets eagle-inspired robots that glide at 109 mph with 500-pound payload
This delivery is part of a broader effort to transform contested logistics operations by integrating precision-guided, unmanned aerial delivery platforms. // Author Kapil Kajal
The US Air Force has inducted multiple aerial cargo glider systems to improve its autonomous resupply operations.
In a recent press release, California-based defense company DZYNE Technologies announced that it has delivered multiple “Grasshopper” expendable aerial cargo glider systems to the service...

Mark Page // DZYNE Technologies Patents
1.  VERTICAL TAKEOFF AND LANDING AIRCRAFT --     AU2024202990 (A1)     2024-05-23
2.  DRAG RECOVERY SCHEME USING BOUNDARY LAYER INGESTION --     WO2021007216 (A1)     2021-01-14
3.  DRAG RECOVERY SCHEME FOR NACELLES --     US2020331591 (A1)     2020-10-22
4.  DEPLOYABLE NOISE SHIELD PANELS --     US2020283122 (A1)     2020-09-10
5.  TILTING LANDING GEAR SYSTEMS AND METHODS --     WO2020142457 (A1)     2020-07-09
6.  EMERGENCY EGRESS IN A BLENDED WING BODY AIRCRAFT --     WO2020142337 (A1)     2020-07-09
7.  SWING-ARM PIVOT PISTON LANDING GEAR SYSTEMS AND METHODS --     WO2020142434 (A1)     2020-07-09
8.  ELEVON DESIGN FOR ALL-AXIS CONTROL IN A BLENDED WING BODY AIRCRAFT --     WO2020142416 (A1)     2020-07-09
9.  TILTING LANDING GEAR SYSTEMS AND METHODS --     US2020023947 (A1)     2020-01-23
10.  LONG ENDURANCE VERTICAL TAKEOFF AND LANDING AIRCRAFT --     US2015183514 (A1)     2015-07-02
11.  AMPHIBIOUS SUBMERSIBLE VEHICLE --     US2013078876 (A1)

https://www.bitchute.com/video/F3yS7UUuMSpD
Eric Hecker Raytheon Whistleblower Who Exposed The Neutrino Earthquake Weapon In Antarctica...

https://www.youtube.com/watch?v=fguk4afNtp8
Thunderstorm Generator | UPDATED COMPLETE DIY BUILD GUIDE (2025) | Malcolm Bendall's Plasmoid Tech

https://www.youtube.com/shorts/Hx_mvtIIuto
Radiant Energy Circuit // Peter Lang

https://www.youtube.com/watch?v=pel0FntPSbU
How the Eliza Effect Is Being Used to Game Humanity // Truthstream Media
https://ojs.weizenbaum-institut.de/index.php/wjds/article/view/106/96
 The Limits of Computation // Joseph Weizenbaum and the ELIZA Chatbot

https://www.youtube.com/watch?v=_TaW1Lnu2gU
League of ExtraOrdinary Inventors // TeslaTech

https://padrak.com/vesperman/102_Electrical_Energy_Innovations_7.25.14.pdf
"102 Electrical Energy Innovations July 24, 2014 Edition"
102 electrical energy-related innovations and inventions are categorized into Large Generators, Small Generators, Miscellaneous, Advanced Self-Powered Electric Transportation Vehicles, and Batteries/Energy Accumulators. Includes Gordon L. Ziegler's electrino fusion power reactor with a net output of nine-tenths of Hoover Dam - 1880 megawatts.

https://rumble.com/v6t0fet-clif-high-famine-or-innovation-bix-weir-on-whats-coming-next.html
Clif High: Famine or Innovation? Bix Weir on What’s Coming Next??

https://interestingengineering.com/innovation/rare-earth-free-magnet-help-us?group=test_b
China-born scientist’s magnet made without rare earth element could now help US
Innovators could achieve next-generation device performance with Iron Nitride magnets. ...Niron Magnetics, the spin-off created by University of Minnesota materials scientist Jian-Ping Wang, is offering rare earth-free permanent magnets.
The company claims these are useful for consumer electronics and the motor powering industry. Permanent magnets are the invisible force that converts electricity to motion in your daily devices.
“We produce the world’s only high performance, rare-earth-free permanent magnets. Our Iron Nitride magnet technology and world-leading magnetics expertise enhance the applications that use magnets to help revolutionize your industry,” said the company in a statement...

APPLIED MAGNETIC FIELD SYNTHESIS AND PROCESSING OF IRON NITRIDE MAGNETIC MATERIAL JP2024178427
Inventor: WANG JIAN-PING // JIANG YANFENG    
Applicant: UNIV MINNESOTA    
IRON-NITRIDE MAGNET BY NITRIDING A POROUS STRUCTURE -- US2024363269
IRON-RICH PERMANENT MAGNET -- US2024112855
IRON NITRIDE COMPOSITIONS -- US2024076764
IRON NITRIDE PERMANENT MAGNET AND TECHNIQUE FOR FORMING IRON NITRIDE PERMANENT MAGNET -- US2023352219
IRON NITRIDE POWDER WITH ANISOTROPIC SHAPE -- US2023024845
IRON NITRIDE NANOPARTICLE SUSPENSION -- US2022354973
PRESERVATION OF STRAIN IN IRON NITRIDE MAGNET -- US11581113
IRON NITRIDE MAGNETIC MATERIAL INCLUDING COATED NANOPARTICLES -- US2022051835
APPLIED MAGNETIC FIELD SYNTHESIS AND PROCESSING OF IRON NITRIDE MAGNETIC MATERIALS -- US2021180174
IRON NITRIDE PERMANENT MAGNET AND TECHNIQUE FOR FORMING IRON NITRIDE PERMANENT MAGNET -- US11217371
FORMING IRON NITRIDE HARD MAGNETIC MATERIALS USING CHEMICAL VAPOR DEPOSITION OR LIQUID PHASE EPITAXY -- US11214862
Multilayer iron nitride hard magnetic materials -- TW201808617 (A)
Iron nitride materials and magnets including iron nitride materials -- AU2017200993

https://www.youtube.com/watch?v=q2mFFcMVgtA
Living Electret // Joel Lagace
...self-regulating, “breathing” electret capacitor—a dynamic potential well in action...

https://openreview.net/forum?id=WfaQrKCr4X
A Unifying Framework for Representation Learning -- Shaden Naif Alshammari, et al
We unify over 23 methods in contrastive learning, dimensionality reduction, spectral clustering, and supervised learning with a single equation.
Abstract : As the field of representation learning grows, there has been a proliferation of different loss functions to solve different classes of problems. We introduce a single information-theoretic equation that generalizes a large collection of mod- ern loss functions in machine learning. In particular, we introduce a framework that shows that several broad classes of machine learning methods are precisely minimizing an integrated KL divergence between two conditional distributions: the supervisory and learned representations. This viewpoint exposes a hidden information geometry underlying clustering, spectral methods, dimensionality re- duction, contrastive learning, and supervised learning. This framework enables the development of new loss functions by combining successful techniques from across the literature. We not only present a wide array of proofs, connecting over 23 different approaches, but we also leverage these theoretical results to create state-of-the-art unsupervised image classifiers that achieve a +8% improvement over the prior state-of-the-art on unsupervised classification on ImageNet-1K. We also demonstrate that I-Con can be used to derive principled debiasing methods which improve contrastive representation learners.

https://www.brighteon.com/415a7e35-311f-4a11-8c3d-6db1fe4cbdf9
David DuByne warns Mike Adams of a wave of crop failures leading to worsening FAMINE by Summer, 2025

https://www.youtube.com/watch?v=62MUeLdcv68
The Decline of Europe: A Savage Civilization’s Slow Collapse -- Shahid Bolsen  // Middle Nation

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https://www.youtube.com/watch?v=ayhm9wn_9Fw
 5 Compounds that Detoxify & Protect the Brain (neuroprotectants) - Dr. Sherr
Alpha Lipoic Acid - Magnesium - Cordycepin - Methylene Blue & Creatine