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🚨 Another day, another drop!!!
I am releasing 8 new medical RL environments on Prime Hub!
From differential diagnosis to drug safety, these environments cover the full spectrum of clinical AI challenges.
Thread 🧵👇
I am releasing 8 new medical RL environments on Prime Hub!
From differential diagnosis to drug safety, these environments cover the full spectrum of clinical AI challenges.
Thread 🧵👇
1/ MedXpertQA - Expert-Level Medical Reasoning
Expert-level medical reasoning that's significantly harder than MedMCQA.
This env challenges models with complex clinical scenarios that require deep medical knowledge and multi-step reasoning.
Expert-level medical reasoning that's significantly harder than MedMCQA.
This env challenges models with complex clinical scenarios that require deep medical knowledge and multi-step reasoning.
2/ DDI - Drug-Drug Interaction Detection
Critical for pharmacovigilance and patient safety.
Models learn to identify dangerous drug combinations from clinical text using the DDI Corpus.
Essential for building AI that keeps patients safe from harmful medication interactions.
Critical for pharmacovigilance and patient safety.
Models learn to identify dangerous drug combinations from clinical text using the DDI Corpus.
Essential for building AI that keeps patients safe from harmful medication interactions.
The question media should be asking: if Minneapolis only needs 600 police officers to perform all general law enforcement activities in the city, why did Trump send 3,000 federal agents to execute a statutorily and constitutionally *much* smaller task?
Answer? He wanted a *war*.
Answer? He wanted a *war*.
Based on the size of the task and authority ICE actually has—merely executing judicial warrants for already-identified undocumented persons—we'd expect an ICE "surge" in Minneapolis to be about 100 agents.
Trump sent *30 times that*.
Because he wants to declare an insurrection.
Trump sent *30 times that*.
Because he wants to declare an insurrection.
So if you're an American paying only small attention to Minneapolis and wondering why things are crazy there, imagine *your* town being the target of an *unprecedented* federal op.
Big deal, right?
Now imagine the feds sending *30 times* too many men—most *virtually untrained*.
Big deal, right?
Now imagine the feds sending *30 times* too many men—most *virtually untrained*.
last night i achieved topological enlightenment when i was thinking about simplicial sets. (1/)
for those just joining, a simplicial set abstracts the combinatorial data of a topological space. the n-simplex is represented as the ordered set [n] = {0,1,2,…,n} and a simplicial map is a monotone function [n] -> [m] (2/)
for a fixed n, there are n+1 simplicial maps called coface maps, D_i: [n] -> [n+1], that each represent a way of embedding the n-simplex as a face of the (n+1)-simplex (eg, a triangle into a tetrahedron)
there are also n+1 codegeneracy maps, S_i: [n] -> [n-1], which... (3/)
there are also n+1 codegeneracy maps, S_i: [n] -> [n-1], which... (3/)
@jimmy_dore Wrong. This is part of RAMCOA training. Many children/teens at this event will be being trained to embrace being animalistic while others witness the "dogs" at the table and the children are on leashes underneath the table Some are even tired like chandeliers over them eating
@jimmy_dore This is the swap between the worlds in training of human vs beast. And this is why Therians exist. The child is exposed to numerous abuse with animals and having to kill them or be attacked or sexual. Creating the split that is not formal and wealthy knowledge. Poverty training
@jimmy_dore These children are forced into bdsm society parties and then told its all nightmares. In the next phase the splits are made to experience the rewards of being an "animal" silent and consuming they get to join the wealthy tables but they're given rules about how it's done
💪💪💪
- I usually refrain from talking about myself on a personal level, but having reached the top 1% in weight lifting fitness, I now want to share it with you.
- In this thread I will give you all the info on how I achieved the top 1% in just 9 months with my 14/11 system.
- I usually refrain from talking about myself on a personal level, but having reached the top 1% in weight lifting fitness, I now want to share it with you.
- In this thread I will give you all the info on how I achieved the top 1% in just 9 months with my 14/11 system.
Many of today's fitness influencers use performance enhancing drugs and take a ton of supplements. I'm here to tell you that you don't need any of it. I achieved the top 1% without PEDs, without supplements of any kind, and without even vitamins. This plan is 100% all natural.
It's a well known fact that a good diet plays a huge role in lifting performance and body image. The most important and easy way to achieve a healthy diet is cut out carbonated drinks, bioengineered foods, fast food, and sweets. You can do this and still eat lots of good food.
Why did the Federal Judicial Center put out a publication that, essentially, says fossil-fuel manufacturers should lose climate cases? Why did Elena Kagan write a forward to it? Did they tell Congress this was coming? The impropriety and irresponsibility are staggering. 1/4
As Congress considers the FSGG appropriations, Republicans should ask the FJC why they quietly published a new edition of their "reference manual" for scientific evidence that is so biased it would make Al Gore blush. 2/4
An organizer of the project--David Tatel--said at the outset that the goal is to convince "climate skeptic" judges to take a different view. Why did the FJC think this was its job? 3/4
The MAGA vs Europeans “war” on X is not just ideology, patriotism, or a culture clash. It is also about money for big MAGA accounts and their allies.
A lot of money, generated directly through X’s monetization system.
🧵👇🏻
A lot of money, generated directly through X’s monetization system.
🧵👇🏻
How the system works in 2026 is simple. X pays Premium Plus creators based on impressions and engagement from other Premium users, including ads in replies and revenue sharing.
The more views, rage, quotes and heated replies you get, the more you earn.
The more views, rage, quotes and heated replies you get, the more you earn.
And what triggers more rage than attacking Europe.
“Europoor” memes.
“Europe is falling, conquered by migrants, woke.”
“Trump owns you, pay for your own defense.”
Cherry picked videos of chaos in EU cities versus “America First” lifestyle.
Europeans rage quote, MAGA users cheer, engagement explodes.
“Europoor” memes.
“Europe is falling, conquered by migrants, woke.”
“Trump owns you, pay for your own defense.”
Cherry picked videos of chaos in EU cities versus “America First” lifestyle.
Europeans rage quote, MAGA users cheer, engagement explodes.
It’s easy to watch the news and feel overwhelmed or even helpless at everything going on. I need you to fight that feeling.
I’m an optimist. You have to be when you strap yourself to a rocket for a living. But there’s real reason to be hopeful this year and l’ll tell you why.
I’m an optimist. You have to be when you strap yourself to a rocket for a living. But there’s real reason to be hopeful this year and l’ll tell you why.
President Trump is scared. He’s scared because he knows, just like all of us do, that his free rein to do whatever he wants could end this year.
Congress is supposed to hold the executive in check, but Trump acts like a wanna-be authoritarian and gets away with it because Washington Republicans chose to roll over to protect their jobs. It’s time to put them out of a job, and that’s what 2026 is all about.
/1🚨EXPOSED — Washington University in St. Louis doesn’t just indoctrinate students with DEI.
It subjects students to institutional training that redefines sex, compels speech, and enforces compliance with radical gender theory.
We have receipts.
It subjects students to institutional training that redefines sex, compels speech, and enforces compliance with radical gender theory.
We have receipts.
/2 AFL has obtained class materials that show how @WashU pushes “infinite pronouns” like ze/hir and conditions students to practice “sitting in discomfort” instead of challenging the ideas being imposed.
Disagreement isn’t debated.
It’s pathologized.
Disagreement isn’t debated.
It’s pathologized.
@WashU /3 Students are taught that gender overrides biological sex.
Under WashU’s “trans umbrella,” gender encompasses genderqueer, agender, gender fluid, trans masculine/feminine, cross-dressers, and “Two-Spirit.”
This is ideological grooming masquerading as education.
Under WashU’s “trans umbrella,” gender encompasses genderqueer, agender, gender fluid, trans masculine/feminine, cross-dressers, and “Two-Spirit.”
This is ideological grooming masquerading as education.
1/ An announcement by the US Army that it is creating a new career pathway for officers to specialise in artificial intelligence and machine learning (AI/ML) has prompted Russian concern that it may leapfrog their own military AI/LM capabilities. ⬇️
2/ Alexander Lyubimov, a Russian military volunteer and ally of the imprisoned Igor 'Strelkov' Girkin, writes on his Telegram channel:
"At the end of December, an important yet largely unnoticed event occurred."
"At the end of December, an important yet largely unnoticed event occurred."
3/ "The US Army officially announced the creation of the military occupational specialism "Artificial Intelligence/Machine Learning Officer."
🧵⭕️Why the US & Israel are not striking IranYET: Many people keep asking when/if the US and Israel will strike Iran given the massive confusion in the media. The short answer is that because neither side is ready, and half-measures would fail. Let's dive into it 👇
Toppling a regime like Iran’s will not be accomplished with one night of airstrikes from the US. It requires sustained pressure, air superiority, broad missile defense, and logistics. These things take time to prepare for and put into place.
Israel learned the hard way during the 12-Day War that defending against large-scale ballistic missile attacks is extremely difficult, even with the world's best air defenses. 34 Israelis were killed and billions of dollars in property damage is nothing to scoff at.
International SEO sounds simple.
Translate content. Add hreflang tags. Done.
Wrong.
I've audited 50+ international sites.
92% have broken hreflang implementation.
Here's how to not lose $1M+ in international traffic: 🧵👇
Translate content. Add hreflang tags. Done.
Wrong.
I've audited 50+ international sites.
92% have broken hreflang implementation.
Here's how to not lose $1M+ in international traffic: 🧵👇
1/ What hreflang actually does
Tells Google: "Show THIS version to THAT country/language."
Without it:
- UK users see .com (US prices in USD)
- Spanish users see English content
- Rankings split across wrong regions
With it:
- Right content, right audience
- No duplicate content penalties
- Better UX = better rankings
Tells Google: "Show THIS version to THAT country/language."
Without it:
- UK users see .com (US prices in USD)
- Spanish users see English content
- Rankings split across wrong regions
With it:
- Right content, right audience
- No duplicate content penalties
- Better UX = better rankings
2/ The most common hreflang mistakes
❌ Missing return tags (A points to B, but B doesn't point to A)
❌ Wrong language codes (using "en" instead of "en-us")
❌ Self-referential tag missing
❌ Pointing to redirects or 404s
❌ Mixing HTTP and HTTPS
❌ Forgetting x-default
Each mistake = Google ignores your tags.
Client example: 27 countries, 15 languages
Found 847 hreflang errors.
Fixed them → traffic +43% in 8 weeks.
❌ Missing return tags (A points to B, but B doesn't point to A)
❌ Wrong language codes (using "en" instead of "en-us")
❌ Self-referential tag missing
❌ Pointing to redirects or 404s
❌ Mixing HTTP and HTTPS
❌ Forgetting x-default
Each mistake = Google ignores your tags.
Client example: 27 countries, 15 languages
Found 847 hreflang errors.
Fixed them → traffic +43% in 8 weeks.
