TheMaji Stephen Saunders

“I am that I am”

[Tech with Mak @techNmak]

In 1948, a 32-year-old at Bell Labs published a paper nobody fully understood.

Engineers found it too mathematical. Mathematicians found it too engineering-focused. One prominent mathematician reviewed it negatively.

That paper - "A Mathematical Theory of Communication", became the founding document of the digital age.

The man was Claude Shannon. Father of Information Theory.

At 21, he wrote the most important master's thesis of the 20th century.

Working at MIT on an early mechanical computer, Shannon noticed its relay switches had exactly two states - open or closed. He had just taken a philosophy course introducing Boolean algebra, which also operated on two values: true and false.

Nobody had ever connected these two things.

His 1937 thesis proved that Boolean algebra and electrical circuits are mathematically identical, and that any logical operation could be built from simple switches.

Howard Gardner called it "possibly the most important, and also the most famous, master's thesis of the century."

Every digital computer ever built traces back to this insight.

At 29, he proved that perfect encryption exists.

During WWII, Shannon worked on classified cryptography at Bell Labs. His work contributed to SIGSALY, the secure voice system used for confidential communications between Roosevelt and Churchill.

In a classified 1945 memorandum, he mathematically proved the one-time pad provides perfect secrecy, unbreakable not just computationally, but provably, permanently, against an adversary with infinite power.

When declassified in 1949, it transformed cryptography from an art into a science. It laid the foundations for DES, AES, and every modern encryption standard.

At 32, he defined what information is.

His 1948 paper introduced one equation:
H = −Σ p(x) log p(x)

Shannon entropy. The average uncertainty in a probability distribution. The minimum bits required to encode a message.

Three things followed:

> He defined the bit - the fundamental unit of all information. His colleague John Tukey coined the name.

> He proved the channel capacity theorem, every communication channel has a maximum rate of reliable transmission. You can approach it. You can never exceed it.

> He unified telegraph, telephone, and radio into a single mathematical framework for the first time.

Robert Lucky of Bell Labs called it the greatest work "in the annals of technological thought."

Where his equation lives in AI today:

Cross-entropy loss - the function training every classifier and language model, is derived directly from H. Decision tree splits use information gain, which is H applied to data. Perplexity, the standard LLM evaluation metric, is an exponentiation of cross-entropy.

Every time a neural network trains, Shannon's formula runs inside it.

He also built the first AI learning device.

In 1950, Shannon built Theseus, a mechanical mouse that navigated a maze through trial and error, learned the correct path, and repeated it perfectly. Mazin Gilbert of Bell Labs said: "Theseus inspired the whole field of AI."

That same year he published the first paper on programming a computer to play chess. He co-organized the 1956 Dartmouth Workshop, the founding event of AI as a field.

The man:
He rode a unicycle through Bell Labs hallways while juggling. He built a flame-throwing trumpet, a rocket-powered Frisbee, and Styrofoam shoes to walk on the lake behind his house.

He called his home Entropy House.

When asked what motivated him: "I was motivated by curiosity. Never by the desire for financial gain. I just wondered how things were put together."

In 1985, he appeared unexpectedly at a conference in Brighton. The crowd mobbed him for autographs. Persuaded to speak at the banquet, he talked briefly, then pulled three balls from his pockets and juggled instead.

One engineer said: "It was as if Newton had showed up at a physics conference."

He died in 2001 after a decade with Alzheimer's, the cruel irony of information slowly leaving the mind of the man who defined what information was.

Claude, the AI model, is named after Claude Shannon, the mathematician who laid the foundation for the digital world we rely on today.

[Deep Leaks @DeepLeaksHQ]

The BIGGEST bombshell of the week, dropped by Karoline Leavitt:

“While pretending to engage in a peaceful transfer of power, Barack Hussein Obama, in private, went to great and nefarious lengths to sow discord among the public and sabotage his successor, President Trump.

The new evidence released by the Director of National Intelligence confirms that the Obama administration manufactured and politicized intelligence, which was later used as justification for baseless smears against President Trump — an effort to delegitimize his victory before he even took the oath of office.

The truth is that President Trump never had anything to do with Russia, and the Russia collusion hoax was a massive fraud perpetrated on the American people from the very beginning.

The worst part is that Obama knew the truth, as did all the other officials involved, including former CIA Director John Brennan, former Director of National Intelligence James Clapper, former FBI Director James Comey, former Deputy Director Andrew McCabe, and many others.”

It's time to prosecute all of them.

REPOST for widespread exposure!

[Paul Young @PaulYoungX]

🚨 ELON MUSK VIENT DE RÉVÉLER LA VÉRITÉ QUE PERSONNE NE VEUT ENTENDRE
🚨

Le gars qui envoie des fusées sur Mars, construit des voitures autonomes et crée l’IA la plus puissante de la planète… vient de dire quelque chose qui va vous glacer le sang :

« Normalement, je défends la technologie avant tout… mais je vais être très clair :
IL NE DEVRAIT PAS EXISTE UNE SEULE MACHINE À VOTER DANS LE MONDE.
Point. Sans diplomatie. Sans filtres. »

Les machines à voter électroniques ne sont plus l’avenir.
Elles sont une porte ouverte vers un désastre total.
Avec l’intelligence artificielle qui progresse à une vitesse fulgurante, n’importe quel syst��me numérique peut être piraté, manipulé ou contrôlé en silence.
Personne ne le saurait… jusqu’à ce que les dégâts soient déjà faits.

Ce n’est pas un film.
C’est exactement ce que Musk voit arriver.
Et il est le seul à avoir le courage de le dire haut et fort au monde entier.

La seule façon RÉELLE de protéger les élections est si simple que ça en devient presque douloureux :

✅ Bulletins papier
✅ Vote en personne
✅ Pièce d’identité obligatoire

Tout le reste revient simplement à donner le pouvoir à quiconque sait modifier quelques lignes de code.

Musk n’est pas un politicien qui se contente de belles paroles.
C’est l’homme qui comprend le mieux la technologie réelle en 2026.
Et son message est brutal :

Soit nous revenons au papier… soit nous perdrons définitivement le contrôle de notre démocratie.
N’attendez pas qu’il soit trop tard.
Partagez ceci MAINTENANT.
Exigez des bulletins papier.
Exigez le vote en personne avec une pièce d’identité.
Exigez des élections que PERSONNE ne puisse pirater.

L’avenir de votre vote est en jeu.
Aujourd’hui.

[Massimo @Rainmaker1973]

This bird is a Dire Straits fan and sings their songs

[TheMaji Stephen Saunders @MajiSaunders]

@Supersonic_Red We created and built alot of “how it is now”

[TheMaji Stephen Saunders @MajiSaunders]

@SenatorWarnock That is rich coming from you…

[Libs of TikTok @libsoftiktok]

Wow. @michiganstateu is requiring student group leaders to commit to inject racist DEI practices in order to be recognized as an official campus organization

How is this legal?? @AAGDhillon

[TheMaji Stephen Saunders @MajiSaunders]

@BackwaterND @grey4626 You are a troll that posts pics of dick sucking...
You can't even spell correctly, you sound like total shill.

[TheMaji Stephen Saunders @MajiSaunders]

@grey4626 Well Spoken...

[LHGrey™️ @Grey_0G]

This is for the fucking cowards and narrative-peddling parasites…

I am so goddamn sick of the retarded, intellectually bankrupt lie that President Trump is “beholden to Israel.”

It’s not just wrong…it’s a pathological symptom of a diseased mind that cannot comprehend a leader who operates from raw, unbuyable sovereignty instead of the usual Washington whorehouse of lobbies, donors, and dual-loyalty strings.

Every single spineless sack of shit who’s occupied the Oval Office for the last thirty years has stood at a podium, furrowed their brow like a third-rate actor, and recited the exact same script:

“Iran is an existential threat.”

Bush, Clinton, Bush II, Obama, Biden…all of them.

They said it. They knew it.

Then they did…............nothing.

Sanctions with holes big enough to drive a supertanker through. JCPOA fairy tales that funded the mullahs’ missile program and terror proxies while they lectured us about “diplomacy.”

It was never about Iran. It was about maintaining the illusion of control, the grift, the revolving door between K Street, AIPAC fundraisers, and the next cushy think-tank sinecure.

Trump?

Forty fucking years of the same message, before he ever ran, before he ever needed a single shekel or shekel-adjacent favor.

He called Iran a cancer in the 1980s. He never wavered. And when he had the power, he didn’t posture…he acted.

Soleimani turned into red mist. Maximum pressure that actually hurt. Abraham Accords that bypassed the Palestinian veto and forced the Arab world to choose reality over the same 1970s death cult script.

He moved the embassy to Jerusalem and recognized the Golan not because someone in Tel Aviv whispered in his ear, but because it was strategically correct for American interests and he refuses to pretend otherwise.

That’s the part the controlled minds can’t process.

Trump is not “controlled” by anyone…not Israel, not Saudi Arabia, not the Saudis’ checkbook, not the Chinese, not the Davos vampires.

He is pathologically, almost philosophically unmanipulable.

He possesses what the ancient Greeks called autarkeia…radical self-sufficiency of the soul… fused with a Nietzschean will that treats power not as something to be rented out to the highest bidder, but as an extension of his own unbreakable spine.

The very accusation that he’s a puppet is projection from people whose entire existence is defined by who owns their leash.

They look at a man who cannot be bought and their lizard brains short-circuit:

“If he’s not owned by us, he must be owned by them.”

No.

He’s owned by reality.

By history.

By the cold, lethal calculus that Iran’s theocratic death cult has been at war with civilization since 1979 and every other president treated it like a manageable diplomatic herpes sore instead of the metastatic cancer it is.

Trump looked at the board, saw the checkmate coming for the West, and said “fuck that” with the precision of a surgeon and the ferocity of a warlord.

So spare me the tinfoil antisemitic fan-fiction.

Spare me the cope from people who need Trump to be a puppet because the alternative… that a free man with zero fucks to give is reshaping the world…is too terrifying for their slave morality to endure.

Trump isn’t Israel’s marionette.
He isn’t anyone’s marionette.

He’s the goddamn wrecking ball that was always going to come for the mullahs, the lobbyists, the forever-war grifters, and every other parasite who mistook American power for their personal ATM.

And the body count of dead Iranian terror architects proves it.

Fucking deal with it.

💀🗡️

[Bo Loudon @BoLoudon]

This man works until 2AM every single day, gets less than 4 hours of sleep, doesn't take a dime of his salary, instead giving it back to the people, & has done more to end child trafficking than any other President by far.

His name is President Donald J. Trump.

God bless him.🙏

[John F Kennedy Jr @John_F_kJr]

🔴 OPERATION SKYWATCH IGNITED: Trump & Rfk Jr. Launch Global Crackdown On Chemtrails | Arrests Imminent — THIS IS NUREMBERG 2.0, AND IT’S HAPPENING NOW [VIDEO]

🔴 President Trump and RFK Jr. have launched a historic federal task force to dismantle global chemtrail operations. Armed with full legal power, “Operation Skywatch” aims to expose the spraying of toxic chemicals, arrest those involved — from pilots to scientists to elite financiers — and prosecute them for environmental terrorism and crimes against humanity. The era of denial is over. This is Nuremberg 2.0, and it’s happening now.

🔴 TRUMP UNLEASHES WAR ON CHEMTRAILS: “THIS IS NUREMBERG 2.0”

FOLLOW ME, THE NEXT DROP WILL BE SHOCKING.

[TheMaji Stephen Saunders @MajiSaunders]

@Arrogance_0024 How could a self-centered myopic little turd ever understand that?
A toad only sees anything shaped like Fly within tongue’s reach…

[TheMaji Stephen Saunders @MajiSaunders]

@CraigBrockie GUIDE

[TheMaji Stephen Saunders @MajiSaunders]

@RealSpitfire 🤭

[TheMaji Stephen Saunders @MajiSaunders]

SYMBIOSIS

https://t.co/5bj8zsKfqu

[Grateful Dead @GratefulDead]

"It allows us to play super-loud without killing ourselves or frying those in the front, to get loud, clean sound at the back of a huge hall and supreme musical control…for me, it's like piloting a flying saucer. Or riding your own sound wave." - Phil Lesh

52 years ago today, the Grateful Dead conducted their “sound check” with the Wall of Sound at Cow Palace in Daly City. The system that would revolutionize the way music was heard came at quite the cost, powered by 480 speakers stacked about 30 feet high and operated by eight soundmen, costing roughly $200,000. The results however, stand the test of time. Listen to tracks from the show on ‘Dick’s Picks Volume 24’ here: https://t.co/UclXCrOskV

Photo by Mary Ann Mayer

[Massimo @Rainmaker1973]

Italian rhythmic gymnast Sofia Raffaeli is truly out of this world.

Just listen to the crowd erupt as she delivers a breathtaking, sublime performance.

[i🅱️RIZZLE 🥶 @realcleanbrr]

@elonmusk @SpaceX @Tesla

[TheMaji Stephen Saunders @MajiSaunders]

@KarluskaP 🤣