ItsKKumar

🏊🇮🇳👨‍💻#Bharat
💢As a man thinketh in his heart, so shall he be💢🇴🇲
B fast to Hit/2Quit

[Spencer Baggins @bigaiguy]

A teenager in the United States started publishing software at 14 in 1998, built the entire online infrastructure for the Occupy Wall Street movement in 2011, joined Google as a software engineer, quit in 2018, and then spent five years writing a C library that does something the entire industry said was impossible.

Then she combined it with llama.cpp and shipped the easiest way on the planet to run a large language model on any computer.

Her name is Justine Tunney.

Here is the story, because almost nobody outside the low level systems world knows what one engineer has built.

Justine was born in 1984. She started writing and publishing software at 14, back when distribution meant uploading binaries to BBS systems and chat networks. She picked up the handle jart, which she still uses on GitHub today. She did the work most teenagers her age were not doing. She read the systems programming literature. She studied compilers. She fell in love with C.

In July 2011 she registered the @occupywallst Twitter handle and the occupywallst dot org domain. Within weeks the protest movement that began in Zuccotti Park in New York had become a global phenomenon, and her infrastructure was the digital backbone of the entire thing. She handled the social media, the website, the donations, the coordination. She built the platform that pushed the movement to reach millions.

After Occupy she joined Google as a software engineer. She worked on TensorBoard, the visualization tool for TensorFlow, and on site reliability for Google infrastructure. She stayed for years. Then in 2018 she left Google Brain to work on a personal project.

The project was called Cosmopolitan Libc.

Cosmopolitan does something most C programmers would tell you is mathematically impossible. It lets you compile a C program once and have the resulting binary run natively on Linux, Windows, macOS, FreeBSD, OpenBSD, and NetBSD with no modification. One file. Six operating systems. No virtual machines. No interpreters. No recompilation. The technique she invented is called Actually Portable Executable.

The implications are wild. Cosmopolitan binaries violate every assumption about how operating systems load programs. They are at once a Windows PE file, a Linux ELF binary, a macOS Mach-O binary, and a shell script. The same bytes run on every platform.

For five years she worked on it mostly alone. She funded the development partly through Mozilla's MIECO program, which sponsored her work on Cosmopolitan 3.0, released on October 31, 2023.

A month later she shipped llamafile.

llamafile is what happens when you combine Cosmopolitan with llama.cpp. You take any LLM weights file in the standard GGUF format, you wrap it in Justine's binary, and you get a single file that runs on six operating systems without installation. No Python. No CUDA setup. No dependency hell. Just one file that you double click and it works.

Mozilla launched it as an official project of their innovation group on November 29, 2023. It went viral immediately. The repository, hosted at github .com/mozilla-ai/llamafile, now has 24,600 stars. The license is Apache 2.0.

Justine kept shipping. She added GPU support to Cosmopolitan, a task systems engineers thought would require rewriting the whole thing. She added dlopen support, another thing nobody else had figured out. She wrote whisperfile, a single file version of OpenAI's Whisper speech-to-text model based on the same architecture.

Her GitHub profile lists projects most engineers would consider impossible. sectorlisp, a Lisp interpreter that fits in a boot sector. blink, the tiniest x86-64-linux emulator on Earth. bestline, a teletypewriter command session library. redbean, a complete web server inside a single zip file.

A teenager who shipped software in 1998 grew up to write the C library that the entire local AI movement now runs on top of.

She did most of it alone, and most people scrolling AI Twitter cannot name her.

[Afshine Emrani MD FACC @afshineemrani]

I'm a cardiologist. I've held dying hearts in my hands in the cath lab at 3 AM. And I need to tell you something that changes everything about how we prevent heart attacks.

For decades, the entire field was built on one target: lower LDL cholesterol. Statins save lives — that's settled science. But too many of my patients did everything right — took their statins, hit their numbers, lived clean — and still ended up on my table with a ruptured artery.

We were treating the smoke while the fire kept burning.
The fire is inflammation. And the evidence is now overwhelming.

The CANTOS trial proved it first — lowering inflammation independent of cholesterol reduced cardiac events. But the newer data is what keeps me up at night.

AI-enhanced CT angiography can now detect inflamed arteries by measuring changes in the fat surrounding your coronary vessels — the perivascular fat attenuation index. Higher inflammation in the fat around even one artery independently predicts cardiac death. When multiple arteries show inflammation, the risk multiplies dramatically — even in patients whose cholesterol looks perfect.

This isn't theoretical. This is measurable. Right now. On a scan you can get this month.

Low-dose colchicine — a drug that's been around for centuries for gout — is now FDA-approved specifically for reducing cardiovascular events. It works by quieting the inflammatory cascade that destabilizes the plaque sitting in your arteries. A pill that costs pennies is saving lives the statins couldn't reach.

And the next wave is already in Phase 3 trials. Ziltivekimab — an IL-6 inhibitor — targets the central inflammatory pathway driving atherosclerosis. Phase 2 data showed a 90% reduction in hsCRP. The ZEUS cardiovascular outcomes trial is enrolling now, with results expected late 2026 into 2027. If positive, anti-inflammatory therapy will become standard in managing heart disease alongside lipid-lowering. The era of inflammation-targeted cardiology is arriving.
But it goes deeper than drugs. AI is now predicting heart failure and cardiac events 5+ years before symptoms — integrating CT imaging, electronic health records, and genetic data with accuracy that jumps far beyond traditional risk calculators.

And polygenic risk scores — a simple genetic test that flags inherited cardiovascular risk — are now formally recognized as a risk-enhancing factor in the 2026 ACC/AHA guidelines. A single blood draw can reveal risk that's been silently building since birth. Decades before the first chest pain.

Here's what this means for you right now — today:
Ask your doctor for a high-sensitivity CRP test. It's cheap, routine, and measures the systemic inflammation that standard cholesterol panels completely miss. You can have perfect LDL and inflamed arteries that are quietly preparing to rupture.
If your hsCRP is elevated, discuss low-dose colchicine with your physician. It's FDA-approved for exactly this.
Push for a coronary CT angiography with AI plaque and inflammation analysis if you have risk factors. This isn't the stress test your parents got. This is 3D visualization of your actual arteries — with AI quantifying not just how much plaque you have, but what kind it is and whether the surrounding tissue is inflamed.
Consider polygenic risk score testing — especially with a family history of early heart disease. It's now guideline-supported.

And the foundation that never changes: move daily, eat real food, sleep 7-9 hours, manage stress, and know your numbers — ApoB, Lp(a), hsCRP, fasting insulin.
I left Iran as a child with nothing. I rebuilt everything in a country that gave me the freedom to become a physician. I've spent twenty years watching patients get second chances.

The ones who haunt me aren't the ones who died on my table. They're the ones who survived but never acted on what the science was telling them — years before the event that didn't have to happen.

You can have perfect cholesterol and still have a heart attack. Inflammation plus genetics can drive plaque rupture in arteries that look "fine" on a standard panel.
The myth that normal cholesterol means you're safe has cost more lives than I can count.

We now have the tools to detect the fire — not just the smoke. AI to see it. Genetics to predict it. Drugs to quiet it. And the ancient basics — movement, real food, sleep, purpose — to prevent it from starting.

Prevention is the new cure. And the science to make it real is no longer coming.
It's here.

[BuchiBabuSana @BuchiBabuSana]

As a filmmaker, I believe cinema should entertain, inspire, and connect with audiences. It should never make anyone feel uncomfortable or disrespected. We have heard the feedback regarding certain scenes in Peddi and have taken it seriously.

I have always had immense respect for women, both on and off screen, and it was never our intention to objectify or disrespect any female character. If any part of the film has been perceived that way, we respect those sentiments, understand the concerns being raised, and sincerely apologize.

After reviewing the feedback, we have decided to make changes to the concerned portions. Cinema grows through its connection with audiences, and as storytellers, we have a responsibility to be mindful of evolving perspectives and sensitivities.

Every woman deserves to be respected, valued, and represented with dignity. We remain committed to telling stories that celebrate strong characters and uphold those values.

Thank you to everyone who shared their views honestly and sincerely."

[Revathi @revathitweets]

‼️Trigger Warning‼️

Absolutely heartbreaking!

A grievously injured worker from the horrific accident at RINL Steel Plant, Vishaakhapatnam got his last words recorded.

He asked his elder son to take care of his younger brother, and both of them to study well. He also asked him to take care of their mother. Saying these words, he closed his eyes. He had asked his colleague to record his goodbye video!

The ladle with molten steel exploded at 25 feet height and causing a terrible fire accident at Vizag Steel Plant yesterday. The ultra-high temperature of nearly 1,600 degrees celsius at the operation site has made the situation even worse.

The condition of those who survived is not looking great with most suffering from 40 to 90 percent third degree burns. The number of casualties are escalating.

Many heartbreaking stories like this are emerging.

The official reason is yet to be determined but as per the employees, it is a maintenance issue.

Prime Minister Narendra Modi announced ex-gratia of Rs 2 lakh from the PM National Relief Fund to the family of each of the deceased, and Rs 50,000 to the injured.

The union steel ministry announced Rs 25 lakh ex-gratia to the family of the deceased and Rs 10 lakh to the injured.

No amount of ex-gratia can make the family recover from this loss. I hope they find strength to deal with this 🙏🏽

[Monica Verma @TrulyMonica]

Situation is very grim in #PoJK but the Indian media is not even bothering to cover it. During 370, Pakistan had ensured India became an international villain when we did nothing to the civilians. Now compare with this..!

[Pramod Shah @shahpramod_1999]

@khanumarfa And what about this Kill a other who are not islamist. That is what you advocate. U r a terrorist

[ItsKKumar @KB2W2]

@ManjariFadnis Maaam....think about the mother's who lost their sons due to Rabies!...no street dogs...only pet 🐶 and that to owners should shelter them in yheir homes.!

[ItsKKumar @KB2W2]

@MasterMaliq https://t.co/gBdsxRbxxm

[ItsKKumar @KB2W2]

@drunkJournalist If your religion was actually the best religeon wouldn't cry 4r bans & police raids on 'illegal conversions'. You'd welcome the challenge like bring it on...! 😁😆. Can u stop the light with hands ✋️ 😆. So dont worry bruh! Challenge it, dont change ur tone it doesn't suits u

[Dear Men @Dear_Men_Life]

This is the level of Brainwash Maulans Do To Convert Hindu.

Look at Aayush Malik now Mohammad Ali.

Altough he didn't changed his Hindu name.

He is saying:

"Maulvi told me how to wash hands..
Then I saw this is How Doctor wash their hands."

Insane level of Brainwashing..

[The Analyzer (News Updates🗞️) @Indian_Analyzer]

A young woman:
🗣️ “I also followed Cockroach Janata Party because I thought they were raising genuine issues🪳

But later I then saw links to AAP & it's just propaganda.

Youth also understands what BJP has done for the country."

[Monica Verma @TrulyMonica]

Two Indian Muslim brothers working in Saudi Arabia donated money to Iran to show Ummah solidarity. Now Saudi Arabia has sent them to jail and family wants Indian govt to intervene. Please don’t @MEAIndia

India is for Indians only, not Ummah lovers 🤡🤡🤡

[Incognito @Incognito_qfs]

Police stopped them because they were not wearing helmet and these two idiots argued with the police, even pushed the cops and abused them.

If something like this had happened in US, police would have thrown them on the ground, tased them and handcuffed them.

People in India feel they can get away with anything and that's why they don't follow the rules.

Just put bodycams on the cops and give them tasers, a lot of things will get solved.

[Muji Singh Rangi @mujifren]

"I am here against Indian Occupation of Kashmir, I believe India is occupying Kashmir."
~ Umar Khalid (2016)

[War & Gore @Goreunit]

Big breaking 🚨

Pakistan army has killed 200+ people last night in Rawalakot, Pakistan occupied Jammu & Kashmir

[Comman Man @CommanMan777589]

Meanwhile Muslims of India 🤡🤡

Nashik TCS Case: Nida Khan’s Confession

In the Nashik TCS case, the main accused, Nida Khan, admitted that she had invited the victim to her home and taught her how to offer namaz (Islamic prayers). The investigation revealed that the accused—Danish, Nida, and Tauseef Attar—allegedly planned the religious conversion at a café on the seventh floor of their office building.

A forensic examination of the victim’s mobile phone reportedly recovered 37 audio clips and four religion-related applications. It is also alleged that the victim was pressured to observe fasting during Ramadan.

The police are currently investigating the “Ajmer angle” of the case and examining the accused’s contacts with a maulvi (Islamic cleric)

What a c@ncer cult

[ItsKKumar @KB2W2]

@lazychandru @VijayWithINDIA @AjayJadeja171 @Hindustan_King1 Dumb!
https://t.co/VPhqK4NpX8

[Karthik Reddy @bykarthikreddy]

KERALA : Clerics body slams IUML's first woman MLA Fathima Thahiliya for lighting ceremonial lamp at a event.

But guess who is communal in this country.

[Karthik Reddy @bykarthikreddy]

KERALA : Clerics body slams IUML's first woman MLA Fathima Thahiliya for lighting ceremonial lamp at a event.

But guess who is communal in this country.

[ItsKKumar @KB2W2]

@VijayWithINDIA @AjayJadeja171 @Hindustan_King1 https://t.co/wtVWNZac30

[Brigitte Gabriel @ACTBrigitte]

Lebanon was the only Christian-majority nation in the Middle East.

It's where I was born.

We prided ourselves on inclusivity. Always welcoming Arab Muslim refugees from all over the Middle East.

We had the best economy despite having no natural oil. The best universities.

They called Beirut the "Paris of the Middle East" and the Mountains of Lebanon was a tourist destination.

My early childhood was idyllic, my father was a prosperous businessman in town and my mother was at home with me, an only child.

Slowly, the Arab Muslims began to become the majority in Lebanon and our rights began to wither away.

Soon, we would find ourselves unable to leave our small Christian town without fear of being stopped and killed by Arabs. In Lebanon your religion is on your government issued ID.

As the war intensified and the radical Islamists made their way south, my home was hit by an errant rocket and my life was forever changed.

We spent the next almost decade in a bomb shelter, scraping together pennies and eating dandelions and roots just to survive.

If it was not for Israel coming in and surrounding our town, I do not know If I would be here today.

Lebanon is now a country 100% controlled and run by Hezbollah. I lost my country of birth.

I thank God every single day I was able to immigrate to America and live out the dream that BILLIONS of people only dream of having.

Now here in America, my adopted country that I have come to love so much, I see the same threats and warning signs happening now that took place in Lebanon when I was a child.

This is my warning to you, America, reverse course now while you still can.

It's not too late to save our freedom and preserve it for the next generation.

[ItsKKumar @KB2W2]

@VijayWithINDIA @AjayJadeja171 @Hindustan_King1 So why its okay if others declare we r an izlamic yet they have freedom f9r not to say that yet they did..but problem arises...if the same logic argument is brought up by others..