Every few months, I privately run my personal AI research benchmark

I give 3-5 papers to SOTA models, vaguely suggest a research direction, and have them work as autonomously as possible to put together a paper

This is the first time I think the paper might be decent 🧵

1/N

On Friday night, I gave 5 papers to Claude Opus 4.6 and GPT 5.2 Thinking on grokking, modular arithmetic, pattern formation, a theory of grid cells (note: I don't support this specific theory)

Together, they converged on a research direction and a research plan

2/N

I then gave the plan to Claude Code and told it to run all weekend. I would occasionally nudge it and manually pass tasks between models

The current result:

Figure by Claude Code

3/N overleaf.com/read/nngqkjvsh…

1/ Battling to the End

It is said there that after our Lord had overcome his enemy and rejected his temptations, angels came and brought him heavenly food (Mt 4:11). What joy to find oneself with the Saviour at this delicious feast! My dear friends, we shall never be capable of

2/ keeping company with him in his consolations, nor be invited to his heavenly banquet, if we are not sharers of his labours and sufferings. He fasted forty days, but the angels brought him something to eat only at the end of that time.

These forty days…symbolise the life of

3/ the Christian, of each one of us. Let us then desire these consolations only at the end of our lives, and let us busy ourselves in steadfast resistance to the frontal attacks of our enemies. For whether we desire it or not we shall be tempted.

If we do not struggle, we shall

@Acyn @Shayan86 1).
„ @SteveWitkoff (@SEPeaceMissions) told @FoxNews on Sat. that @realDonaldTrump was »curious« about Iran's position after he had warned of a limited military strike if a deal was not reached on Tehranʼs nuclear programme.”

Feb. 22, 2026

@Acyn @Shayan86 @SteveWitkoff @SEPeaceMissions @FoxNews @realDonaldTrump 2).
@BBCBreaking bbc.com/news/articles/…

@DeutscheWelle dw.com/en/iran-trump-…

@Acyn @Shayan86 @SteveWitkoff @SEPeaceMissions @FoxNews @realDonaldTrump @BBCBreaking @DeutscheWelle Please unroll @threadreaderapp. Thank you in advance 𓃠

@BBCWorld @Shayan86 1).
„Violence erupts after Mexican security forces kill drug cartel boss «El Mencho« [1] [2] [3] [4]”

@BBCWorld @Shayan86 2).
„The military operation against Oseguera [1] follows a pressure campaign from the @realDonaldTrump administration on Mexican President @Claudiashein's government to ramp up its crackdown on drug trafficking, including U.S. threats to intervene directly in Mexico [5].”

@BBCWorld @Shayan86 @realDonaldTrump @Claudiashein 3).
Feb. 22, 2026

[1] Nemesio Oseguera Cervantes (1966–2026)

en.wikipedia.org/wiki/Nemesio_O…

es.wikipedia.org/wiki/Nemesio_O…

[2] @guardian theguardian.com/world/2026/feb…

There was a young man I used to see on the bus who has Tourette, one of his symptoms is muscle spasms that makes the head, chest, arms, and legs jerk uncontrollably, so he'd always put himself into a corner to avoid hurting others. People shunned him b/c they don't know Tourette.

https://twitter.com/LateefSaka/status/2025669517540499770

I'm saying this because as a Black woman, I have been called the n-word by a white person more than once and know how horrible that makes us feel. You get a visceral physical reaction that's impossible to ignore and forget. And I'm also a person with a physical disability.

I have Multple Sclerosis, and one of my symptoms is severe muscle spasms and cramping. It's not the same as Tourette, but I do understand how awful it feels to not have control over your own body. To know your body is working against you, and not having people understand that.

Here’s the complaint in the lawsuit still pending against DOGE & SSA: “Never before has a group of unelected, unappointed, & unvetted individuals—misleadingly & conflictingly described as White House employees, employees of agencies (multiple & many), & undefined ‘advisors’—-sought or gained access to such sensitive
information from agencies across the Executive Branch.” 1/

2/ Link: courtlistener.com/docket/6966431…

3/ It’s in this case that the Trump administration recently made the following admission (contradicting initial denials) about DOGE’s mishandling of SSA’s data. x.com/jennycohn1/sta… x.com/jennycohn1/sta…

@BBCBreaking @Shayan86 1).
„Austin Tucker Martin, of Cameron, N.C. was confronted by the Secret Service and officers from the Palm Beach County Sheriff’s Office inside the north gate of the Mar-a-Lago complex. He was carrying what appeared to be a shotgun and a fuel canister.

@BBCBreaking @Shayan86 2).
Officers told him to drop the items, but he put down only the canister and was shot and killed after raising the shotgun to a »shooting position«, the authorities said [1].”

@BBCBreaking @Shayan86 3).
„The shooting unfolded around 1:30 a.m. local time near the north main gate of the estate, Rafael Barros, special agent in charge of the U.S. @SecretService's Miami field office, said at a news conference later Sunday.

We the People of the United Kingdom,

I present to you the most complete and damning evidence yet assembled on the secret machine that installed and now controls Keir Starmer’s government.

Its name is Labour Together.

What appears to the public as an innocent think tank is in reality the shadow power structure that captured the Labour Party, funded Starmer’s leadership, and now sits at the very heart of British government.

The harsh reality is that when crimes of this nature involve the government itself, the institutions that should investigate them the police, the CPS, and the Electoral Commission, face an inherent and severe conflict of interest.

My honest view is that it now falls to dedicated patriots of the United Kingdom to expose this corruption, compile the evidence, and present it clearly to the public and to anyone in a position to act.

I have taken considerable time to make this as clear and understandable as possible.

At the very least, this now stands as another damning piece of factual evidence that cannot be easily dismissed.

The machine stands exposed.
The time for reckoning has come.

Post 2/11
The funding is opaque and deeply troubling.
Major donors include hedge fund manager Martin Taylor (£2.8 million+), businessman Trevor Chinn (£1.5 million+), Gary Lubner, Ian Laming, William Reeves, and Francesca Perrin (who became a director).

Post 3/11
Between 2017 and 2020, Labour Together failed to declare over £730,000 in donations — a blatant breach of the Political Parties, Elections and Referendums Act 2000 (PPERA). The Electoral Commission found 20 separate breaches and fined them £14,250.
They called it an “administrative error”.
It was deliberate concealment.

Canada's oversight committee on national security is a fraud

The Liberal government purposely designed it to protect the Prime Minister from independent accountability.
I will prove it

In 1994 the United Kingdom created the Intelligence and Security Committee (ISC)🧵

The UK had its intelligence service, Mi5, but it did not have governmental oversight and so the ISC was created.

Its job was to;
- Review classified material
- Produce an annual report to the Prime Minister
- Publish special reports on issues of particular concern

But the 1994 design of the ISC was criticized as a structural conflict of interest.

- Prime Minister picked the members
- PM picked the chair
- PM housed the committee inside the Cabinet Office
- PM controlled what information ISC could see
- PM approved what it could publish

🧵Canada’s Harvest of Despair and Dr. Death!

1️⃣
They called it compassion.
They built paperwork so sterile it felt merciful.
Behind the word #MAiD hides a machine linking despair → death → harvest.
#EuthanasiaRevealed #RedPillEssay #BioethicsCrisis

2️⃣
2016: Canada legalizes “Medical Assistance in Dying.”
2026: It’s set to include mental illness alone.
In less than a decade, the world’s “most compassionate” nation industrialized death.
#MAiD #SystemFailure #Canada

3️⃣
Fifteen thousand citizens dead annually — nearly 5% of total deaths.
Hospitals rewarded for “efficiency.”
End‑of‑life care replaced by end‑of‑file stats.
#MAiDStats #MedicalEthics #TruthThread

If something like this happens one response is to implement "infrastructure solutions" paid for by the AI data center companies. Something like the Apollo Alliance

https://twitter.com/Citrini7/status/2025653614430023864

If you just focus on energy efficiency measures that feature a 5 year payback or less would be $200B of investment per year. Mostly in HVAC/insulation.
mordorintelligence.com/industry-repor…

Approximately 30 to 40 million households in the USA are estimated to be income-eligible for the Department of Energy (DOE)'s Weatherization Assistance Program (WAP). Utilities and Data centers would pay for this effort. .toolkits.raponline.org/building-moder…

Former Ukraine PM Yatsenyuk: If we get a ceasefire, Ukrainians will cast ballots and elect the president. But that’s not on the radar right now.

Russians are playing this game, believing they can embroil Ukraine in domestic infight. The Ukrainian president is legitimate. 1/

Yatsenyuk: I do not see any intention on the side of Putin to cut any kind of peace deal with Ukraine. These so-called talks are a sham, with the idea to drag its feet and to outlast us. 2/

Yatsenyuk: There is no other scenario rather than to fight and to prevail. Putin's goal is to take over an entire Ukraine and annihilate Ukraine as a sovereign and independent nation. Putin is never straight. Putin is a professional KGB liar. 3X