Awwab Shah

Ai and data science specialist

[DogeDesigner @cb_doge]

Grok Bot summary of NVIDIA CEO Jensen Huang’s fireside chat at today’s G20 Meeting:

Power, data centers, and infrastructure

- He said AI has turned a corner: it is now productive infrastructure, like energy or the internet, not just phones and PCs.
- Energy is the bottom of the stack. You cannot produce intelligence without it. These systems turn electricity into mathematics, then into something you can sell.
- Compute is priced like power: dollars per million tokens, the way energy is dollars per kilowatt-hour.
- A data center is land, power, and a shell. Plug energy in, and money starts coming out.
- Every country needs this the way it needs water, roads, electricity, and the internet. Local capacity is what activates researchers, students, startups, and industry.
- US edge he cited: pro-energy growth and faster regulation. This year, close to a trillion dollars into US infrastructure, and jobs across chip fabs, computer plants, and “AI factories.”
- Scale: one gigawatt of this infrastructure is about $50–60 billion (old-school, a $25 billion chip fab felt huge). NVIDIA’s plan: 100 gigawatts by the end of the decade.

AI as a growth engine

- The “token” is just a number produced by a lot of computation. String enough of them together and you get an image, a paragraph, an answer, or a new idea. That is how you put a price on intelligence.
- Once you use it, the value is obvious: more productive workers, more capable engineers, faster education for young populations, a quicker lift for countries building science and tech.
- For 50 years, computers were a tool for maybe 10–20 million people who knew how to program. Now anyone can program a computer in human language. He called that the great equalizer.
- AI is a five-layer cake: energy, chips, data-center infrastructure, models, then data and applications. The US is trying to lead the whole cake. Other countries do not have to win every layer. They should pick where to invest, and push adoption into education, healthcare, manufacturing, and science.
- NVIDIA’s pitch: it runs American models, international models, and models in biology, chemistry, physics, and robotics.
- AGI in the next couple of years, and he argued we are practically there now. That does not mean a company plugs into an API and becomes productive overnight. Even a brilliant MIT hire still needs context, purpose, and a harness around them. Same for AI.
- Tasks get automated. The job’s purpose (context, meaning, direction) stays. People get supercharged, not replaced. “All the jobs disappear” he called nonsense.
- Use off-the-shelf AI where you can, but every country and company still has to build some of its own intelligence. Do not outsource all of it.
- Next 5–10 years: things that took 10 years take 1; things that took a year take a month. First time innovators talk about adding $20–50 trillion of benefit to a $100 trillion industry.

Robotics and physical AI

- AI starts as software. What made LLMs useful was putting an “agent harness” around them: retrieval, working memory, tools, collaboration.
- Put that agent in a body and it is a robot. Four wheels: a self-driving car. A manipulator: pick-and-place. Also grocery and logistics vehicles, surgical robots, autonomous drug-discovery labs.
- Same idea throughout: a large language model plus an agentic system, using digital tools or physical ones.

How countries should play it

- Treat AI as infrastructure, then actually build some of it at home.
- You do not have to invent every layer. You do have to get AI into your own industries.
- The real risk is not using it and getting left behind.

Safety and regulation

- New tech always looks like magic. Building it is engineering, and the people building it own safety, the way they do for cars and planes.
- He wants the tech to advance faster, because advancement is what made it safer (less hallucination, grounded in real truth).
- Balance fear-and-safety talk with prosperity talk. Airline analogy: passengers did not want ads about whose plane was safer. They wanted new destinations. Safety is the builder’s job, not the public’s daily burden.
- Regulate actual, pragmatic harm, not hypothetical harm. Fold AI into agencies that already exist (FDA, NHTSA, and the rest) instead of inventing a freeze on early S-curve tech.

Why GPUs, in his telling

- A GPU is a general-purpose parallel processor: physics, chemistry, graphics, and AI.
- 14th-generation architecture, in clouds, on-prem, at the edge, in robots and cars.
- Because a gigawatt costs $50–60 billion, you want an architecture that is fungible and durable. If models change (and they are changing fast), a too-specialized chip can obsolete the whole investment. That, he said, is why NVIDIA’s growth is accelerating.

[The White House @WhiteHouse]

President Trump's historic deal with Venezuela more than doubles America's oil reserves, all at NO cost to the American people.

[Elon Musk @elonmusk]

Starlink now in UAE! 🇦🇪

[Former Congresswoman Marjorie Taylor Greene🇺🇸 @FmrRepMTG]

Our multibillionaire President’s Labor Day message is telling the American tax paying slaves they don’t work enough and need to work more to fund his historically high government spending, never ending Iran War, and import his foreign mystery meat, while he goes golfing at one of his many private golf courses with his best buddies in the Epstein class.
Meanwhile in the real world college graduates can’t find a job, in most families both parents work their tails off, many Americans work 2-3 jobs just to make ends meet, and the national price of gas is still above $4/gallon.
It’s not the American people who need to change their ways.
Actually, they voted for Trump to change the Swamp in order to Make America Great Again!
But instead, it turns out Trump was the very snake he warned about all along.

[ThePersistence @ScottPresler]

How can Governor Mikie Sherrill say that there’s no evidence of voter fraud

when she was the one that exposed 6,600 non-citizens on the New Jersey voter rolls

& 400 of them voted?

[Benjamin Netanyahu - בנימין נתניהו @netanyahu]

עדכון מהשטח היום בעזה - אנחנו שולטים בשטח ונשארים בקו הזה. אנחנו עושים הכל כדי להגיע ליעד שלנו - פירוק החמאס מנשקו ופירוז עזה. עזה לא תהווה יותר איום על ישראל.

[Awwab Shah @BTC6159]

@IndianTechGuide He doesn't wanna surrender to Pak Air force anymore

[Ben Shapiro @benshapiro]

Trump Strait, Hunter Bi

[Secretary of War Pete Hegseth @SecWar]

I was pleased to mark the 75th anniversary of ANZUS with @RichardMarlesMP

We will accelerate our close cooperation on force posture and AUKUS to preserve a stable balance of power and ensure our forces remain lethal.

[Pakistan Armed Forces News 🇵🇰 @PakistanFauj]

The MultiNational Maritime Defence Forces begin the implementation phase from its new Command Headquarters in Riyadh, Kingdom of Saudi Arabia (KSA).

Pakistan’s Commodore Rashid Sheikh assumes charge as coalition Deputy Commander

#ISPR

[X Freeze @XFreeze]

SpaceX took rocket engineering to a level nobody imagined... turned one of the most complicated machines on Earth into this

Elon’s engineering philosophy is baked into every part of it:
“The best part is no part”

[Chubby♨️ @kimmonismus]

Gemini 3.8 Flash benchmarks. And holy cow! Flash outperforms 5.6 sol and opus 5 on terminal bench 2.1, HLE and much more.

Google is back!

[DogeDesigner @cb_doge]

BREAKING: A Pennsylvania man who threatened to kill Elon Musk and President Trump has been sentenced to 4 years in federal prison.

Not many people know that Elon Musk received more than 17,000 death threats last year.

Protect Elon at all costs.

[Saad Kaiser 🇵🇰 @TheSaadKaiser]

A proud new chapter for Pakistan! From our farmers and fields to Saudi markets, our exports are opening new doors for growth, jobs and prosperity! 🇸🇦🫱🏻‍🫲🏼🇵🇰 Kudos to PM Shehbaz Sharif and Field Marshal Syed Asim Munir for turning Pakistan-Saudi friendship into economic opportunity.

[Saad Kaiser 🇵🇰 @TheSaadKaiser]

A landmark step for Pakistan’s economic future! 🇵🇰🫱🏻‍🫲🏼🇰🇬 PM Shehbaz Sharif leads the way as Pakistan and Kyrgyzstan sign an agreement to boost bilateral trade to $200 million 📈 A new chapter of growth, opportunity and prosperity!

[Shehbaz Sharif @CMShehbaz]

Today, I was honoured to address the SCO Council of Heads of State Meeting in Bishkek as Pakistan assumed the SCO Chairmanship for 2027. I congratulated the Kyrgyz Republic on successfully hosting the Summit and steering the Organization with distinction.

Guided by the Shanghai Spirit, the SCO has emerged over the past 25 years as a vital forum for regional cooperation.

Recalling Pakistan’s immense sacrifices in the fight against terrorism, I reiterated that terrorism must be condemned in all its forms and manifestations.

I also reminded the SCO family that water is the lifeblood of our region: it must never be weaponised, and binding treaties governing shared waters must be honoured in letter and spirit.

Pakistan will conduct its Chairmanship under the theme: “Turning Vision into Action: Connectivity, Innovation and Shared Prosperity.”

I am confident that the SCO will continue to grow from strength to strength and bring meaningful improvements to the lives of its more than three billion people.

[faiz ahmed tarar. ہمارا پاکستان پیارا پاکستان @FaizTarar]

Prime Minister Muhammad Shehbaz Sharif attends the 26th Shanghai Cooperation Organization Summit in Bishkek

The Prime Minister held informal meetings with world leaders on the sidelines of the summit, discussed important regional and global issues and bilateral matters

The Prime Minister remained the center of attention, and the meetings, which were held in a pleasant atmosphere, were attended by Chinese President Xi Jinping, Russian President Vladimir Putin, Turkish President Recep Tayyip Erdogan, Iranian President Dr. Masoud Peshmerga, Belarusian President Alexander Lukashenko, Uzbek President Shavkat Mirziyoyev, Tajik President Emomali Rahmon and Kazakh President Kassym-Jomart Tokayev.

[Pakistan Armed Forces News 🇵🇰 @PakistanFauj]

Those targeting Pakistan through malicious Propaganda have failed !

Throughout its history, Pakistan has never enjoyed such global popularity, Field Marshal Syed Asim Munir’s military diplomacy has opened Pakistan to the world

Thank you Field Marshal Syed Asim Munir, NI (M), HJ, Chief of Army Staff and Chief of Defence Forces (COAS & CDF) of Pakistan

From Saudi Arabia to China, Turkiye to the US, Kuwait to Bangladesh, Qatar to Sri Lanka, Egypt to Libya, Bahrain to Iran, Jordan to Azerbaijan, Indonesia to Belarus, Malaysia to Morocco, Russia to Japan, Canada to the UK and from Australia to Africa, our doors of friendship have opened to the World

Pakistan Hamesha Zindabad 🇵🇰

[Saif Awan @saifullahawan40]

انسانی تاریخ پر تحقیق کرنے والے ماہرین کے مطابق بندر لاکھوں سال کا سفر طے کرکے انسان بنا،جبکہ قرآن اور احادیث میں انسان کے ایسے سفر کا کوئی ذکر نہیں۔