Current agentic systems — even Grok 4.20’s four debating agents (Captain Harper, Benjamin, Lucas that argue in real time) — still collapse genuine conflict via priority rules or shifting context. Depth Agency proposes a different architecture: a Self-analog (persistent interior center) that agents orient toward rather than obey. It draws structural ideas from Jung: Persistent state across contexts Shadow as uninvited long-term memory surfacing in novelty Transcendent function as holding tension until generative synthesis emerges (not just selection) Test: Does the system hold tension, or does it converge? Full working paper v1.1 (March 2026): github.com/DDAM-ai/depth-age… @elonmusk @xai

On this day in history November 27th, 1095, Pope Urban II at the Council of Clermont declared the First Crusade. He called on Christians everywhere to retake the Holy Land. Happy Crusade Day everybody! Deus Vult! Let’s do it again.

I purchased $XRP in August of 2024 at ~$.50. I have not sold. I am up ~600%. You buy $XRP today at $3.09. August 2026 price predictions range from $30-$1000. That's a 1000%-32,000% increase. You're not late. #NFA #DYOR

No better places to choose for America250!

You had me at ‘fu k your ignorance’

Earlier today I wrote about General McChrystal, one kind of American general. The kind we don't want to honor. This post isn’t about him. It’s about his polar opposite in American history: William Tecumseh Sherman. Sherman wasn’t polished. He wasn’t popular. He wasn’t safe. But he was necessary. They said he was mad. He suffered a breakdown. He was relieved of command and dragged by the press. And still, he returned to command, marched to the sea, and broke the Confederacy’s spine in half. Not for glory. Not for revenge. To end the war. To spare the country from dragging its own death out any longer. A level of commitment to violence McChrystal can't even fathom. When they begged him to run for president, he didn’t hesitate. “I will not accept if nominated, and will not serve if elected.” Imagine that. A general who saved the Republic, and walked away from power. He called himself a philosopher more than a warrior. But when war came, he fought like a man who knew cruelty was mercy.... when it kept the next generation from ever seeing it again. He was loyal to Grant. Hated politics. Hated fame. And when others played at heroism, Sherman did the awful, sacred work that ended the war. He broke, but came back harder. He bled without wounds, and kept marching. He was hated in his time, and immortal ever since. Sherman wouldn’t survive in today’s Army. He’d fail the board. Too blunt. Too intense. Too honest. But the Army only survived because it once belonged to men like him. He’s not here to see the Army’s 250th. McChrystal is. So let me remind the institution: You were not built by safe men. You were not saved by smooth talkers. You were carried through hell by men like Sherman. And if you forget that, you don’t deserve another 250. Honor the fire. Honor the pain. Honor the man who didn’t seek praise, only peace. Sherman didn’t want your applause. He wanted the war to end in victory. And he made damn sure it did. Which is more than we can say for McChrystal.

The Democrat Party isn’t a political party anymore. It’s a cult fully formed, fully weaponized, and dangerously unhinged. And worse it’s morphing into a domestic terrorist movement hiding behind hashtags and hollow slogans. We're not talking figure-of-speech here. This is textbook cult behavior: Blind allegiance to the narrative. Demonization of outsiders. Reality replaced with doctrine. Emotional manipulation on a mass scale. Dissent met with punishment. And a god complex so bloated it makes Jim Jones look modest. They don’t think, they repeat. They don’t question, they comply. They don’t analyze, they feel. Every thought is pre-approved. Every belief mass-produced. Every outrage carefully curated to keep the hive angry and obedient. They scream “my truth” while erasing the truth. They cry “democracy” while behaving like tyrants. They chant “tolerance” while burning your life to the ground if you dare to disagree. This isn’t just a cult. It’s a radicalized ideological machine, and it’s gone militant. They’ve burned cities and called it justice. They’ve assaulted citizens and called it activism. They’ve openly advocated for censorship, political violence, and persecution of opponents all while hiding behind a phony veil of compassion. They’re not protesting. They’re intimidating. They’re not debating. They’re erasing. They’re not seeking equality. They’re demanding submission. What do you call a movement that justifies violence, targets political enemies, manipulates the youth, and silences all dissent? That’s not activism. That’s not civil discourse. That’s a domestic insurgency in plain sight. This is ideological terrorism, psychological warfare dressed in inclusive language and corporate branding. No bombs. No guns. Just engineered outrage, cultural chaos, and political violence wrapped in a blue ribbon and broadcast as virtue. They’ve built a cult of the weak. A sanctuary for the emotionally unstable - trained to attack logic, reject reality, and kneel before whatever dogma the hive demands that day. And like all cults, they require your sacrifice: Your rights. Your reason. Your freedom. Your future. They don’t want a better America, they want a new America, built on the ashes of the real one. This isn’t about policy anymore. It’s about power through destruction. They will burn everything and call it equity. The Democrat Party has become the most dangerous force in America today: A cult of chaos, disguised as compassion. A domestic insurgency, cloaked in moral theatrics. And like every cult that gains too much power, it’s heading for collapse. But not before it tries to take the entire country down with it. This is no longer a political debate. It’s a fight for reality itself. And the time to call it what it truly is… is now. @realDonaldTrump

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I've been in quant finance for 20 years. If I were just getting started (from scratch) here's where I would focus:

Interesting

DataRepublican made a wonderful tool. Worth exploring!

Protect your intellect this year. Don’t involve yourself in unnecessary conversations. Don’t fill your feed with degenerate content. Don’t listen to music with a bad message. Don’t waste your time talking to people who don’t share an abundant mindset. Protect your intellect.

Wisdom.

H-1B DATA MEGA-THREAD 🧵 I downloaded five years of H-1B data from the US DOL website (4M records) and spent the day crunching data. I went into this with an open mind, but, to be honest, I'm now *extremely* skeptical of how this program works. Here's what I found 👇

All of these things can be true... 1. The H-1B program is being exploited to the detriment of American workers. 2. We need more 10x engineers and super geniuses ASAP - the top 0.001% of global talent. 3. Millions of Biden-era illegal aliens need to be deported starting on day one. 4. We need to seal and protect our physical borders. 5. Big Tech has targeted conservatives and white men without consequence for decades. 6. America sucks at growing and nurturing domestic talent in a meritocratic way. 7. We shouldn't demonize legal, smart, hard-working, entrepreneurial immigrants. 8. The asylum process is totally broken. 9. NGOs who support illegal immigration need to be defunded, taken out, and where possible, criminally charged.

Nailed it. 💯

I want a maximally truth-seeking government which autistically collects & publishes factual data about demography, crime, immigration, outcomes, health, economics, science, the natural world, climate, space, etc., etc., etc.