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I'm an atmospheric science major, and I also watched @ClimateTheMovie.

While I don't necessarily agree with everything said in the movie, the scientists interviewed often made great points, and much of what this “science journalist” has argued is crap.

Time to debunk the debunker. 1/? 🧵

Maarten argues that “The ‘warm’ Medieval and Roman periods... were actually REGIONAL. Current warming is EVERYWHERE.”

Except... that's not what the United Nations' IPCC said in their First Assessment Report (FAR) in 1990. Directly from Chapter 7.2.1 on Page 202,

“There is growing evidence that worldwide temperatures were higher than at present during the mid-Holocene (especially 5,000-6,000 BP), at least in summer, though carbon dioxide levels appear to have been quite similar to those of the pre-industrial era at this time... Parts of Australia and Chile were also warmer. The late tenth to early thirteenth centuries (about AD 950-1250) appear to have been exceptionally warm in western Europe, Iceland and Greenland. This period is known as the Medieval Climatic Optimum... South Japan was also warm. This period of widespread warmth is notable in that there is no evidence that it was caused by an increase of greenhouse gases.”

Figure 7.1 is captioned as showing “global temperature variations.” Figure 7.1 (c) covers the last 1,000 years, and it is evident that the Medieval Warm Period (MWP) was anomalously warm relative to the modern era. In later reports, this diagram was replaced with Michael Mann's “Hockey Stick” graph.

🧵 2/?

https://twitter.com/mkeulemans/status/1771642608424571307

This Dutch science journalist then goes on to argue that the Ljungqvist (2010) [1] Northern Hemispheric temperature reconstruction shown in the movie is “TWENTY YEARS OLD,” and argues that it is wrong because of the widely accepted Mann et al. 1999 “Hockey Stick” reconstruction that is now used in the IPCC reports and serves as a basis for guiding global policymaking.

Except... for the fact that Moberg et al. (2005) [2] is very similar to Ljungqvist (2010) and the schematic diagram of global temperature used in the IPCC's 1990 First Assessment Report (FAR).

References:
[1] Ljungqvist (2010) - A New Reconstruction of Temperature Variability in the Extra-Tropical Northern Hemisphere During the Last Two Millennia.

[2] Moberg et al. (2005) - Highly variable Northern Hemisphere temperatures reconstructed from low- and high-resolution proxy data:

🧵 3/?jstor.org/stable/4093099…
researchgate.net/publication/20…

THE WEIMAR REPUBLIC

Do you know which books the N♤z¡s burned?

Do you know why?

History is repeating itself. The moral decline of America is the result of good men doing nothing.

They have weaponized our compassion to make us tolerant of their filth and degeneracy.

https://x.com/TheOfficial1984/status/1825234929774665881?t=mkQVRVdqW4o4qCBg8tbrVQ&s=19

We now live in an upside down, morally bankrupt world where truth is called h♤te, moral conviction is called persecution, degeneracy is depicted as morality, and historical fact is now Hollywood fiction

When the Weimar Republic is glamorized on Netflix, we have a problem.

Another Pedowood creep who has endorsed Kamala Harris is Gina Gershon. This is the very same Gina Gershon who was being investigated by Vanity Fair for having an affair with Bill Clinton, until she shut them down. Much to the same degree, Bill Clinton also went after Vanity Fair when they were investigating his ties to Jeffrey Epstein. Gershon even has a social media history of going after Trump, who recently called for the death penalty for child traffickers and r*pists. The people who are most scared of Donald Trump happen to be high profile pedophiles

#PizzagateIsReal

@LizCrokin
@Crux41507251
@AwakenedOutlaw
@GenFlynn
@Ultrafrog17

Gina’s social media account is littered with pedophilia and pizza symbolism alongside open Satanism. One picture even has a kid locked up with the caption “Babysitting tricks”

The fact that Gina was able to sue Vanity Fair and win indicates that there’s a lot of stuff she’d hate to see exposed about her and Bill Clinton. These people are sick!

Besides the damning comparisons between the Podesta Brothers and the sketches of the men wanted in the Madeleine McCann case, the Madeleine McCann investigator Kevin Halligen was smeared in an article by the Washington Post from Kevin Sullivan, who just so happens to have attended Tony Podesta’s birthday party back in 2016 alongside James Alefantis

https://x.com/NathanJugan17/status/1853080163111539009

It appears that Kevin Sullivan is close friends with Tony Podesta as well

One of the suspects in the Madeleine McCann abduction case once shouted that pigs eat human flesh. James Alefantis (Tony Podesta’s BFF) happens to be connected deeply to pig farms, specifically the Whitmore Farm

thescottishsun.co.uk/news/5677148/m…

This Satanic ritual should be rebuked by everyone regardless of religion since this is the type of evil that the Illuminati seeks to normalize. Anyone who says “Satanic panic conspiracy theory” at this point is in for a rude awakening and once the cabal is held accountable and the full veil is lifted, those unaware will understand that a coven of pedovores operated at this highest levels of influence within society. The global cult wants to enslave all of humanity in its entirety in order for us to not be able to achieve our full potential of becoming in tune with the entirety of the cosmos and ultimately the Source Creator-no matter what your religion is and as long as you have morals, everyone should be able to realize we all come from a SINGULAR Divine Force and Almighty Representation of Love, otherwise known as God Almighty. Below is a skit that is far from fantasy as it accurately shows an example of a ritual that the worldwide cult engages in. To them, this is a pastime to their demonic selves just as reading or sports is to us the everyday citizens. Anyways, free thinkers wish we were wrong about Lady Gaga (protege of pedophile witch Marina Abramovic) and SNL being some of the dark occultists of the Illuminati cult, however they nonstop flaunt their diabolical ways openly. This skit starts out with the summoning of Lamashtu, who happens to be the villain in The Exorcist: Believer, a sequel to the infamous The Exorcist (whose antagonist Pazuzu is also alluded to below), which came out seven years after the Church of Satan was founded in 1966. Lamashtu alias the Mother of Beasts is a demon goddess who was worshipped in ancient Mesopotamia that is associated with disease, death, and nightmares, being a reflection of how the cabal worships false idols because they hate humanity and believe the average citizen to be meaningless. This unholy ceremony also involves blood drinking (something Lady Gaga has done multiple times on record), another requirement to be in the Illuminati. At the end, Mola Ram enters the room and puts Heidi Gardner (who drank the blood) in an iron cage for angering Lamashtu. This is especially worth noting because Indiana Jones and the Temple of Doom was the movie that coined the PG-13 rating as another excuse for the worldwide Satanic pedo conglomerate of witches and warlocks to normalize its twisted customs. Temple of Doom was directed by Steven Spielberg (who was outed as a pedo by Isaac Kappy and has looked malevolent in pictures of him and Heather O’Rourke. Harrison Ford is also far from the hero he portrays because he defended Roman Polanski and gave him an Oscar. Harrison Ford’s grandson Eliel (who dates Alana Champion) is good friends of Rachel Chandler and Walter Pearce and has referenced Satanic themes and the white rabbit on his Instagram account, which was one of the features at Rachel Chandler’s wedding. Lady Gaga has been photographed by Rachel Chandler as well

As you can see Lady Gaga is not only a fan of Rachel Chandler, but also fashion Waris Ahluwalia (another close associate of Marina Abramovic and former secret service agent who Gaga has worn a silver knuckle ring created by) and Terence Koh (Ray Chandler’s friend who sold his fec*s for a total of $500K). Gagapedia (Lady Gaga’s fan page) features articles on Rachel Chandler, Waris, Ahluwalia, and Terence Koh

Here’s some further info

“Rachel Chandler is a LA born photographer and DJ. She moved to New York to study History Of Art at the city's Gallatin School undertaking internships with arts organisations and photographers, including Patrick Demarchelier”

Source: ladygaga.fandom.com/wiki/Rachel_Ch…

“House of Waris is a jewelry brand founded by Waris Ahluwalia (born 1974 in Amritsar, Punjab), an Indian American designer and actor based in New York City. House of Waris came into being after the owners of Maxfield's in Los Angeles noticed Ahluwalia's elaborate diamond rings and placed an order, which sold out.”

Source: ladygaga.fandom.com/wiki/House_of_…

“Terence Koh is a Canadian artist that collaborated with Lady Gaga on several projects. Koh cocreated the "88 Pearls" look with Gaga for the AmfAR New York Gala. He and Gaga also created and performed GAGAKOH together.
He also created the Monster Claw Piano, which was used at the Grammy Award Ceremony, and the Rubberman Piano which was used at the AmfAR New York Gala and GAGAKOH”

Source: ladygaga.fandom.com/wiki/Terence_K…

So Mola Ram appears in the SNL Satanic ceremony alongside Lady Gaga, who has been photographed by Rachel Chandler on multiple occasions. Mola Ram also connects to Rachel Chandler because he appears in the film Indiana Jones and the Temple of Doom, which stars Harrison Ford. Harrison Ford’s grandson Eliel happens to be the boyfriend of Alana Champion, who has interacted on Instagram with Walter Pearce, the co-founder of the Midland Fashion Agency, whose models look like trafficking victims. Alana C and Walter P were in the Great American Mud Wrestle with Lotta Volkova (infamous Baalenciaga stylist) and Lily-Rose Depp, the daughter of Johnny Depp, who appears in the film Fear and Loathing in Las Vegas, of which references adrenochrome. Johnny Depp was also at Obama’s White House Alice in Wonderland Party. Furthermore Lady Gaga’s second song in her 2020 Chromatica album is called Alice. Eliel Ford, Alana Champion, Rachel Chandler, Walter Pearce, Lily-Rose Depp, Lotta Volkova, and many other sickos are all tied to Gio Forbice (was called “My pedo babe” by bbiankaa), another pedovore monster who has displayed plenty of sadistic stuff on his social media page from hurt children to white rabbits

You’ll never hear influencers like @RealAlexJones or @JackPosobiec mention the name Rachel Chandler or Rachel’s friends

Bianka Berenyi deleted many of her damning Instagram pictures including those of bloodied children once independent researchers found out about her and changed her username from bbiankaa to biu_on_trail. Bianka now operates under the IG username biu_on_trail is close to Kenna Hines as proven by image two. Kenna Hines is another disturbing name in the whole pedovore network openly displaying Illuminati imagery and pedo tendencies. In fact, Kenna Hines has even given a shoutout post online to her friend Nadia Marcinko/Marcinkova, who was one of the pilots for Epstein’s Lolita Express. So Bianka = Kenna Hines = Nadia Marcinko = Epstein; or Bianka = Rachel Chandler/Walter Pearce = Epstein

#TheseMonstersAreSick

https://twitter.com/danielldenz1/status/1513027579531431946

x.com/nathanjugan17/… x.com/nathanjugan17/…

ToreSays 💅🏻 @idontexistTore
#SkyIceThread 🧵
Antarctica | Sky Ice Episode 1
rumble.com/v4lx7to-antarc…

ToreSays 💅🏻 @idontexistTore
#SkyIceThread 🧵
Antarctica | Sky Ice Episode 2
rumble.com/v4m22gc-sky-ic…

ToreSays 💅🏻 @idontexistTore
#SkyIceThread 🧵
Antarctica | Sky Ice Episode 3
rumble.com/v4m9cgl-antarc…

Paul E. Vallely (born November 29, 1939) is a retired United States Army major general and former senior military analyst for Fox News.

https://twitter.com/artisbrutal2021/status/1991703731088609552

In 2004, together with retired Air Force lieutenant general Thomas McInerney , he co-authored the book Endgame : The Blueprint for Victory in the War on Terror.
en.wikipedia.org/wiki/Paul_E._V…

Vallely is a supporter of QAnon, which he has described as a "white hat" operation, and a "cadre of retired military intelligence officers" that is tied to information from "a group of military intelligence specialists that advise the president"..

https://x.com/artisbrutal2021/status/1988869932512059758

What was Alex Jones doing in 2012?
Here with his Sandy Hook trial lawyer Norm Pattis .

https://twitter.com/artisbrutal2021/status/1993517412592038201

Norman Pattis was also the attorney for Candace Owens and her family when she was a student at Stamford High in 2018
ctpost.com/politics/artic…

x.com/artisbrutal202…
.

In the UK for Bilderberg 2013 , Alex Jones was invited on to the BBC with Andrew Neil ..

The BBC showed up at Bilderberg with a guy dressed as a goat shouting something about an Illuminati Afterparty ..video here :

UCL may be familiar with the reference

Depression REVERSED in just 7 DAYS with 125-300mg magnesium per meal

Over 50% of people are magnesium deficient, causing neuronal damage that manifests as depression

Magnesium is incredibly cheap with virtually no side effects - yet doctors prescribe $300/month antidepressants instead

Study: 125-300mg magnesium with each meal rapidly improved depression symptoms within one week

The mechanism: magnesium deficiency → damaged neurons → depression → magnesium supplementation → neurons regenerate → depression lifts

Here are 5 signs your “depression” might just be magnesium deficiency: 🧵

Sign #1: Constant fatigue despite adequate sleep

You get 8+ hours but still wake up exhausted. This isn’t “laziness” - damaged neurons can’t produce energy efficiently.

Magnesium is required for ATP production in every cell.

Without it, your brain literally can’t generate the energy needed for normal mood regulation.

Sign #2: Brain fog and difficulty concentrating

You can’t focus on simple tasks. Reading feels impossible. Your mind feels “cloudy.”

Magnesium deficiency impairs neurotransmitter synthesis.

Your brain struggles to produce dopamine needed for clear thinking and motivation.

Most people will waste this weekend.
Don’t be one of them.

Stanford's Autumn 2025 Transformers & LLMs course. 9 lectures. Free.

While others scroll, you could understand how Flash Attention achieves 3x speedup, how LoRA cuts fine-tuning costs by 90%, and how MoE makes models efficient.

➕ What's covered:

➡️ Lecture 1: Transformer Fundamentals
→ Tokenization and word representation
→ Self-attention mechanism explained
→ Complete transformer architecture
→ Detailed implementation example

➡️ Lecture 2: Advanced Transformer Techniques
→ Position embeddings (RoPE, ALiBi, T5 bias)
→ Layer normalization and sparse attention
→ BERT deep dive and finetuning
→ Extensions of BERT

➡️ Lecture 3: LLMs & Inference Optimization
→ Mixture of Experts (MoE) explained
→ Decoding strategies (greedy, beam search, sampling) → Prompting and in-context learning
→ Chain-of-thought reasoning
→ Inference optimizations (KV cache, PagedAttention)

➡️ Lecture 4: LLM Training & Fine-tuning
→ Pretraining and scaling laws (Chinchilla law)
→ Training optimizations (ZeRO, model parallelism)
→ Flash Attention for 3x speedup
→ Quantization and mixed precision
→ Parameter-efficient finetuning (LoRA, QLoRA)

➡️ Lecture 5: LLM Tuning
→ Preference tuning
→ RLHF overview
→ Reward modeling
→ RL approaches (PPO and variants)
→ DPO

➡️ Lecture 6: LLM Reasoning
→ Reasoning models
→ RL for reasoning
→ GRPO
→ Scaling

➡️ Lecture 7: Agentic LLMs
→ Retrieval-augmented generation
→ Advanced RAG techniques
→ Function calling
→ Agents
→ ReAct framework

➡️ Lecture 8: LLM Evaluation
→ LLM-as-a-judge overview
→Best practices and benefits
→Biases and pitfalls

➡️ Lecture 9: Recap & Trending topics

From Stanford Online:
Rigorous instruction. Latest techniques. Free access.

Perfect for:
→ ML engineers building with LLMs
→ AI engineers understanding transformers
→ Researchers working on language models
→ Anyone learning beyond API calls

This weekend: learn the techniques that separate good engineers from great ones.

(I will put the playlist in the comments.)

♻️ Repost to save someone $$$ and a lot of confusion. ✔️ Follow @techNmak for more AI/ML insights.

Lecture 1: Transformer

- Class logistics
- NLP overview
- Tokenization
- Word representation
- Recurrent neural networks
- Self-attention mechanism
- Transformer architecture

Lecture 2: Transformer-Based Models & Tricks

- Overview of position embeddings
- Sinusoidal embeddings
- T5 bias, ALiBi
- RoPE
- Layer normalization
- Sparse attention
- Sharing attention heads
- Transformer-based models
- BERT deep dive
- BERT finetuning - Extensions of BERT

I collected the exact NotebookLM prompts that went viral across Reddit, X, and research communities.

They turn NotebookLM from a demo tool into a nuclear missile that finishes hours of work in seconds.

10 copy paste prompts.
No fluff. No theory.

Check them out 👇

1/ ULTIMATE PROMPT FOR LECTURES:

"Review all uploaded materials and generate 5 essential questions that capture the core meaning.

Focus on:
- Core topics and definitions
- Key concepts emphasized
- Relationships between concepts
- Practical applications mentioned"

2/ THE "5 ESSENTIAL QUESTIONS" PROMPT

Reddit called this a "game changer." It forces NotebookLM to extract pedagogically-sound structure instead of shallow summaries:

"Analyze all inputs and generate 5 essential questions that, when answered, capture the main points and core meaning of all inputs."

KKR just released an 88 page report on their 2026 outlook for public and private markets

A few charts that caught my eye

1/ Nasdaq 100 performance following Netscape IPO and ChatGPT launch are following similar trajectories

2/ Capex as a percentage of operating cash flows is reaching unprecedented levels for the hyperscalers

3/ Overall change in net debt still remains low compared to prior booms funded with debt

A bombshell vax vs. unvax study is now seeing the light of day — and the results are staggering.

Dr. Marcus Zervos led the study, but he decided not to publish it because “publishing something like that, I might as well retire. I’d be finished.”

Here’s what the study revealed:

• Vaccinated children were 4.29 times more likely to have asthma.

• Three times higher risk for atopic diseases (like eczema).

• Nearly six times higher risk for autoimmune disorders — a category that includes over 80 different diseases.

• 5.5 times higher risk for neurodevelopmental disorders.

• 2.9 times more motor disabilities.

• 4.5 times more speech disorders.

• Three times more developmental delays.

• Six times more acute and chronic ear infections.

• In nearly 2,000 unvaccinated children, there were zero cases of ADHD, diabetes, behavioral problems, learning disabilities, intellectual disabilities, tics, or other psychological disorders.

• The study’s conclusion is devastating. It states: “[I]n contrast to our expectations, we found that exposure to vaccination was independently associated with an overall 2.5-fold INCREASE in the likelihood of developing a chronic health condition when compared to children unexposed to vaccination.”

If this study could be sidelined for producing inconvenient results, how many others have met the same fate?

But the truth is, you don’t need a study to notice the difference between vaccinated and unvaccinated children. 🧵

The information in this thread comes from the work of medical researcher @MidwesternDoc.

For all the sources and details, read the full report below.

midwesterndoctor.com/p/raising-heal…

A massive study across pediatric networks found that nearly half of all children receiving care had a chronic illness.

Even in the general population, one-third of American kids suffer from one or more long-term conditions. One-third.

That’s shocking.

Obesity now affects a staggering 20% of kids. Sleep and activity are deteriorating. And symptoms are worsening across the board.

The trend is undeniable. And it’s accelerating.

We told you the Venezuela invasion was just corruption. It took one whole week to get the proof.

Trump took Venezuela's oil at gunpoint, and gave it to one of his biggest campaign donors.

1/ But when you learn the details, it's even worse. A short🧵on this corruption story.

2/ John Addison donated a stunning sum to Trump's election campaign: $6 million. And then, as the Venezuelan operation unfolded, his company, Vitol, asked Trump for a license to trade Venezuelan oil - before their competitors.

Shocker: Addison got it.
wsj.com/business/energ…

3/ And then, just days later, Trump selected Vitol for the first sale of Venezuelan oil - at a discount that will likely allow Vitol to make a huge profit when it sells it to secondary buyers.

A windfall for Addison and Vitol. And fundamentally corrupt. thedailybeast.com/trump-hands-fi…

Canadian delegation was smart to look for general energy grid, storage & offshore wind investment from China. If Canada wants to double power generation, no better place to learn than China, which actually doubled power generation in the past decade.

Every country with empty land & money should work with China to bring in investment in these areas.

https://x.com/tphuang/status/2012386100472410344

Joly met w/ BYD, Chery & Magna. 1st 2 are China's largest automakers overseas. Latter is a major Canadian auto supplier.

Canada needs to look fwd. As NEV penetration continues to grow globally, does Canada want to focus on ICE or NEV? If the latter, then you have to work w/ BYD.

There is a whole automotive supply chain in Southern Ontario serving legacy automakers. It's scary to look fwd, but it's deadly to cling on to non-innovative OEMs w/ shrinking mkt share.

A BYD plant in Ontario will obviously need to develop a local supply chain. ICE auto supply chain over time will get wreck as their scale comes down.

EVs naturally are simpler vehicles that require fewer parts. At same scale, EVs should be cheaper than ICE cars.

Why would you bet your future on the technology of 20th century (mechanical engineering & combustion engine) over 21st century (Electrical engineering & AI)?

twr360.org/programs/view/…
1. Mose 49,1-15 bibleserver.com/SLT/1.Mose49,1…

Jakobs prophetische Segenssprüche

„Durch die Bibel“ ist ein weltweites Bibelprogramm in über 100 Sprachen und Dialekten. Unsere Mission ist einfach und sie ist dieselbe, die Dr. McGee für sich

selbst annahm: Das ganze Wort Gottes der ganzen Welt zu verkündigen.
Webseite
twr.org
Sprecher
Kai-Uwe Woytschak
Dachorganisation
„Durch die Bibel“
Neu: TWR360.ORG

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