Stanford has been quietly teaching its engineers how to build AI agents, write prompts, and implement RAG.
Someone put the full 2-hour lecture on YouTube for free.
It's more practical than anything you'll find in a paid course.
The people who find this will build differently.
Bookmark this before you scroll past it. 👇
Instead of watching an hour of Netflix, watch this 2-hour Stanford lecture.
It will teach you more about how LLMs like ChatGPT and Claude are actually built than most people in top AI companies learn across their entire careers.
Save this.
Absolute bombshell. Candace Owens reveals the massive backfire of the defamation lawsuit against her. She now possesses the legal power of subpoena to force Erica Kirk and the security team into sworn depositions. The establishment coverup is about to be completely exposed!
GUILTY VERDICT: In Oregon, rainwater falling on your own land doesn’t actually belong to you.
Gary Harrington built 3 reservoirs on his 170-acre property to collect rainwater & snowmelt for fire protection.
The state demanded he drain every drop. “All water belongs to us.”
He refused.
They hit him with 9 misdemeanors, jailed him for 30 days, and fined him more than $15,000.
This is government claiming ownership of the sky.
IVERMECTIN DOSING
A growing number of people are referencing dosing frameworks shared by William Makis for off-label ivermectin use in cancer discussions. Here it is. 👇
WTAF?!!
So the K-9 sniffed out the gunman right away and went after the shooter into another room twice. The handler, holding the leash, ignored it and walked in the other direction.
And this is the moment when the shooter runs out with a weapon in his hands.
@JaxenVaux Hi, I'm interested in your book "The Elephants in the Server", and I've read the free sample, but honestly, I'd like to know a bit more about your thinking before committing to buying and reading the book. Is there somewhere that I can get more of a flavor? Thanks.
As a former Special Forces Warrant Officer with multiple rotations running counterinsurgency ops—both hunting insurgents and trying to separate them from sympathetic populations—I’ve seen organized resistance up close. From Anbar to Helmand, the pattern is familiar: spotters, cutouts, dead drops (or modern equivalents), disciplined comms, role specialization, and a willingness to absorb casualties while bleeding the stronger force slowly.
What’s unfolding in Minneapolis right now isn’t “protest.” It’s low-level insurgency infrastructure, built by people who’ve clearly studied the playbook.
Signal groups at 1,000-member cap per zone. Dedicated roles: mobile chasers, plate checkers logging vehicle data into shared databases, 24/7 dispatch nodes vectoring assets, SALUTE-style reporting (Size, Activity, Location, Unit, Time, Equipment) on suspected federal vehicles. Daily chat rotations and timed deletions to frustrate forensic recovery. Vetting processes for new joiners. Mutual aid from sympathetic locals (teachers providing cover, possible PD tip-offs on license plate lookups). Home-base coordination points. Rapid escalation from observation to physical obstruction—or worse.
This isn’t spontaneous outrage. This is C2 (command and control) with redundancy, OPSEC hygiene, and task organization that would make a SF team sergeant nod in recognition. Replace “ICE agents” with “occupying coalition forces” and the structure maps almost 1:1 to early-stage urban cells we hunted in the mid-2000s.
The most sobering part? It’s domestic. Funded, trained (somewhere), and directed by people who live in the same country they’re trying to paralyze law enforcement in. When your own citizens build and operate this level of parallel intelligence and rapid-response network against federal officers—complete with doxxing, vehicle pursuits, and harassment that’s already turned lethal—you’re no longer dealing with civil disobedience. You’re facing a distributed resistance that’s learned the lessons of successful insurgencies: stay below the kinetic threshold most of the time, force over-reaction when possible, maintain popular support through narrative, and never present a single center of gravity.
I spent years training partner forces to dismantle exactly this kind of apparatus. Now pieces of it are standing up in American cities, enabled by elements of local government and civil society. That should keep every thinking American awake at night.
Not because I want escalation. But because history shows these things don’t de-escalate on their own once the infrastructure exists and the cadre believe they’re winning the information war.
We either recognize what we’re actually looking at—or we pretend it’s still just “activism” until the structures harden and spread.
Your call, America. But from where I sit, this isn’t January 2026 politics anymore.
It’s phase one of something we’ve spent decades trying to keep off our own soil.
Nurse accused of sexually assaulting sedated patients at Raleigh hospital, police say https://t.co/9XPQr1icNR
These are the nurses they’re now employing; most all cognitive thinkers have left the system.
🚨Judge bars ICE from rearresting Kilmar Abrego García at check-in
Abrego left the ICE building to cheers from supporters shortly after a mandatory check-in at the agency’s facility in Baltimore.
I’ll say it again and keep saying it. We should take a page from El Salvador President Nayib Bukele: "The first thing we did to save our country was to impeach and remove all of the corrupt Judges..." 🎯
Activist judges must be impeached, permanently removed, and even criminally charged when appropriate. We must take action ASAP!
🔴EXCLUSIVE: Only 72 out of 500,000 warrants requested by #energy firms' debt agents to forcibly enter homes have been refused by magistrates since July 2021 – the latest story in the @theipaper investigation into the UK's prepayment meter scandal https://t.co/GiigqeUK1q
I had always thought this explanation for depression rather simplistic, and it seems that I am not alone :
https://t.co/yKYaVDxSGZ
#depression#anxiety#mentalhealth
Incisive oped from former head of cyber security at GCHQ, calling the mass surveillance provision in the UK's Online Safety Bill "a hugely controversial power that damages Britain’s reputation for online security."
Couldn't agree more.
https://t.co/DroLEwo2oe
New York City voters who supported Zohran Mamdani say they can’t wait for government-run grocery stores to open.
In the video, a couple explains that the government should take over grocery stores because too many people are starving and prices would finally drop.
They argue it’s not socialism, but social democracy, and that no one should earn too much while others have nothing.
Jason Christopher Ross was only 36 years old. He was a proud Marine veteran, loving husband, and devoted father to his children, including his baby daughter, America, who was just a baby at the time. His wife, Briana, thought she was taking him to Piedmont Fayette Hospital in Georgia for help. Instead, she would watch from the outside as hospital protocols stripped him of his rights, isolated him from his family, and, within 18 days, ended his life.
On October 7, 2021, Jason was admitted to the hospital with COVID-19 symptoms. From the moment Briana disclosed his unvaccinated status, the atmosphere changed. He was immediately isolated, denied life-saving treatments like ivermectin, hydroxychloroquine, budesonide, and even IV vitamins, while being funneled into the hospital’s financially incentivized “COVID protocol.”
They gave him remdesivir, a drug known for severe side effects, despite being instructed not to give that drug to Jason. Not only from Briana but also the E.R. doctor who stated Jason was not a candidate due to a kidney issue. During that 18 days he was also given a barrage of sedatives, paralytics, narcotics, and high-risk medications: fentanyl, midazolam, propofol, precedex, Ativan, and more. He was physically and chemically restrained, deprived of food and water, and placed on a ventilator. At multiple points, Briana was pressured to sign a Do Not Resuscitate order.
Cut off from her husband, Briana tried to advocate over the phone, but the hospital blocked her at every turn. Hospital staff gaslit her and lied to get her to agree to ventilation. She only got to hold his hand, pray with him, for a short while when the hospital staff thought he was dying. When he started to respond positively to her presence, they denied the visits again. On October 25, 2021, Jason died in the very place that was supposed to save him.
Many of these protocols are still in place today. 🚨🚨🚨
People have forgotten, make sure you never will.