we released Olmo 3! lot of exciting stuff but wanna focus on:

🐟Olmo 3 32B Base, the best fully-open base model to-date, near Qwen 2.5 & Gemma 3 on diverse evals

🐠Olmo 3 32B Think, first fully-open reasoning model approaching Qwen 3 levels

🐡12 training datasets corresp to different staged training recipes, all open & accessible

since I'm a pretraining person, I'll share some of my fav Base model ideas:

🦈Invest in your experimental design!

"Fit scaling ladders" is right, but there's more we can understand about suitability of different benchmarks for scaling experiments

We create evals better suited for different compute scales, with our "easy" set of tasks+metrics able to support very small scale experiments before switching to our "main" set of evals, on which smaller models are below noise floor

🍣Data mixing is a little too powerful

It's really easy to accidentally learn "optimal" mixes that oversample from certain pockets heavily. For example, "STEM" docs are really valuable for climbing tasks like MMLU & mixing methods can propose very high weight.

But realistically, you don't have infinite "STEM" docs. Upsampling is fine but only up to an extent, after which, you may actually benefit more from sampling new docs that aren't the "best" but still "good"

We approach mixing as a Token Constrained Optimization problem & further penalize any solution that tanks any one individual task too hard

@alex_kokcharov 1).
„Russia is waging two wars. The first is the live-fire conflict in Ukraine, the second a more covert affair targeting countries that support the government in Kyiv.

@alex_kokcharov 2).
The toolkit ranges from state-on-state cyberattacks, disinformation and propaganda, to more visible tactics such as arson, sabotage and airspace incursions.”

Nov. 19, 2025

@Bloomberg (@business) archive.ph/s9y47

@alex_kokcharov @Bloomberg @business Please unroll @threadreaderapp. Thank you in advance 𓃠

@alex_kokcharov 1).
„So far, the US sanctions have hit the offloading of cargoes at buyers’ terminals harder than loadings at Russian ports, leaving a growing amount of Moscow’s oil on the water.

@alex_kokcharov 2).
The amount on tankers has risen by 16% since the end of August to reach a revised 175 million barrels by Nov. 16.”

Nov. 18, 2025

@Bloomberg (@business) archive.ph/sK0yQ

@alex_kokcharov @Bloomberg @business Please unroll @threadreaderapp. Thank you in advance 𓃠

Clinging to the LORD! 🧵

Being “clingy” usually has a very negative connotation, but clinging to the LORD does not! In fact we are told to cling to Him to the end!

David was in the wilderness when he penned the Words in the Psalm below. His Words speak of clinging to the LORD!

Psalm 63:7-8
Because Thou hast been my help, therefore in the shadow of Thy wings will I rejoice. My soul followeth hard (My soul clings to You) after Thee: Thy right hand upholdeth me.

@alex_kokcharov 1).
„The 28-point plan modeled on the Gaza ceasefire that emerged earlier this week is the latest attempt by @POTUS @realDonaldTrump's administration to revive peace talks.

@alex_kokcharov @POTUS @realDonaldTrump 2).
It was drawn up in consultation with Russia and outlines known Moscow’s positions on ending the war, according to people familiar with the matter.”

Nov. 20, 2025

@Bloomberg (@business) archive.ph/gjM5f

@alex_kokcharov @POTUS @realDonaldTrump @Bloomberg @business Please unroll @threadreaderapp. Thank you in advance 𓃠

It's day 324 today.

11/22 is day 326

Did you know the DPT shot injured so many children that Big Pharma threatened to stop making vaccines?

That’s how you lost the right to sue them.

Japan had the same problem.

But instead of protecting Pharma, they delayed the DPT shot until age 2, and what happened next was so profound, it was impossible to ignore. 🧵

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/the-century-…

@MidwesternDoc First up: The dark history of vaccines.

Vaccines were tested covertly on over 2,000 vulnerable children in Irish care homes in the 1930s, leaving many in unmarked graves.

Many others suffered illness and other side effects.

This practice was completely hidden from the public.

Some takeaways from the life story of #Judah: 1/4 biblicaltales.wordpress.com/2025/11/19/jos…

1. No matter how messed-up your life is, #God may still want to build on you
2. God may take the messiest part of your story and make #good come out of #evil and #sin; 2/4

3. #God does not choose the perfect but perfects the #chosen;
4. God wants you to use your gifts for #good, not for #evil; 3/4

🔥 J6 BOMBSHELL: “Political Prisoner” Jake Lang Accused by Former Cellmate Tim Hale of Being Federal Informant, Antifa Plant and Zionist “Chaos Agent”

Timothy Louis Hale-Cusanelli, the Army reservist turned January 6 defendant who was convicted in 2022 on five counts including obstruction of an official proceeding and sentenced to four years, has launched a devastating public attack on his former DC Jail cellmate Jake Lang.

Hale-Cusanelli, who was released in late 2023 and fully pardoned in January 2025 under President Trump’s mass J6 pardons and commutations, posted a series of accusations against Lang on X on November 19, 2025.

Edward Jacob Lang was one of the highest-profile J6 defendants whose case did not go to trial. Lang spent nearly four years in DC Jail awaiting trial for his actions in the Capitol tunnel on January 6, 2021. He was also among those pardoned in 2025.

Lang was charged with multiple serious felonies including assaulting, resisting or impeding officers and use of a dangerous weapon—a baseball bat.

Among Hale-Cusanelli’s direct claims:

“Jake Lang was my cellmate and is a federal informant.

“He’s a plant. His family served in the IDF. Antifa member and BLM rioter years ago. He’s a stalker, con artist and junkie who has been in and out of trouble his whole life. Not a conservative, not a Trump supporter and didn’t even vote. Tried snitching on the Oath Keepers. Fraud.”

Hale-Cusanelli further alleged:

“Jake Lang by his own father’s words was a junkie criminal before January 6. His relatives have outed him as a former BLM/Antifa rioter.”

“Records show he didn’t vote for Trump. He spent the decade before January 6 running online marketing scams and financial crimes.”

On Lang’s religious identity and behavior inside the jail, Hale-Cusanelli wrote:

“He’s also Jewish, a self-described rabbi, claimed in jail that Jesus was a Roman invention and declared himself a messiah.”

“Inside the DC jail he had absolute contempt for Christ and Christianity… He ran a cult inside the DC jail with himself as Messiah.”

Lang also behaved as an agent provocateur inside the jail, Hale alleged.

“He wanted people to hit him. It would’ve only fucked their cases up more… Jake got us locked down for a week on Easter weekend by inciting a riot.”

Hale-Cusanelli accused Lang of attempting to entrap other inmates:

“Jake has repeatedly tried entrapping people with fake militia plots. He tried setting up other inmates in the DC Gulag including myself and the Oath Keepers.”

He claimed Lang tried to get Oath Keepers to sign a “Declaration of Sedition” confessing intent to overthrow the government.

On political motives, Hale-Cusanelli wrote:

“His family served in the IDF and I have correspondence with him from the DC jail demanding the US send Israel foreign aid while keeping America’s borders open. If you didn’t support foreign aid to Israel he called you antisemitic. He’s a Zionist.”

“Jake Lang wants Christians and Muslims to fight because it’s his job to stir racial and religious hatred.”

As of the evening of November 19, 2025, Jake Lang has not responded to the allegations.

@LouisofMonmouth

“Jake Lang wants Christians and Muslims to fight because it’s his job to stir racial and religious hatred.”

Was Jake Lang working an IDF counterintelligence mission from inside the DC Jail?

https://x.com/LouisofMonmouth/status/1991017837096255576?s=20

In a Nov 19 interview on OANN, Jake Lang positioned himself as a “Christian Crusader” and discussed concerns about radical Islam and fears that Muslims are “becoming the most dominant race, religion and people in the world…. All they want to do is outbreed you and take over.”

https://twitter.com/oann/status/1991310531588723103

1/ A damning WSJ investigation reveals we're conducting a mass experiment on children's developing brains with little understanding of long-term consequences. The fact that mainstream media is finally covering this signals a major cultural shift.

2/ "The best scientific evidence suggests that it is very rare for two or more medications in kids to be helpful and there are concerns about safety, because there can be additive adverse effects of different types of medications," says psychiatrist Javeed Sukhera.

3/ WSJ analyzed 166,000 children on ADHD meds. Result? Kids on ADHD drugs were 5X more likely to be on multiple psychiatric drugs four years later. 39,000 of them were on two drugs, and over 4,400 children were on FOUR different drugs simultaneously.

🧵Israel is passing a new law to “cut water & electricity” to UNRWA. This amendment enforces the 2024 law banning UNRWA from operating in East Jerusalem, clarifying that utilities to its offices—which the agency refuses to close—count as prohibited contact.

If you read the headlines about the Knesset voting to cut water and electricity to UNRWA, you would think Israel suddenly woke up one morning and passed new “draconian” legislation targeting the UN agency. In reality, that narrative is not just misleading—it is factually wrong.

This isn’t about cutting water or electricity to homes or refugee camps—those aren’t supplied by Israeli companies. The amendment targets UNRWA’s East Jerusalem offices, which the agency refused to vacate. It simply enforces the law.

🚨From Leadership Vacuum to Jungle Raj Fear: Why MGB Lost Bihar 2025....#Thread 🧵

Bihar 2025 was more than an election. It was a verdict on governance, leadership, and stability.

The results showed that only a disciplined, delivery-focused, and united NDA could win in Bihar’s complex political landscape. Here’s why MGB failed:

The Modi Factor: PM Modi’s leadership provided credibility, momentum, and a unifying vision.

Voters associated NDA with a “double-engine” government, Bihar’s Nitish Kumar at the state level, PM Modi at the Centre, ensuring continuity, welfare, and development.

Leadership Vacuum at the Top: Rahul Gandhi was absent for 56 critical campaign days, taking a “vacation” in the middle of the campaign.

Without central leadership, MGB couldn’t present a clear strategy or energize the electorate.