Manthravadi Siva Harsha Vardhan

UX Manager @ Hexagon

[Amisha Yadav @amisha_explains]

Officially from INDIAN IITs 🇮🇳

No fees. No entrance exam. No catch.

Here are 19 courses that are better than most paid bootcamps:

1. Artificial Intelligence: Foundations and Algorithms
🔗 https://t.co/oSYHBy2CAo

2. Introduction to Large Language Models (LLMs)
🔗 https://t.co/cb50yjV59U

3. Digital Marketing in the AI era
🔗 https://t.co/cY4BAnSMKI

4. Ethical Hacking
🔗 https://t.co/Vt6zK7tKzl

5. Generative AI for Computer Vision
🔗 https://t.co/GoFZOqhaOm

6. Cloud Computing
🔗 https://t.co/s3eKQ4kO5I

7. Data Science for Engineers
🔗 https://t.co/bc2P6F5Jsd

8. Computer Vision
🔗 https://t.co/sw0ODnKZkb

9. Cyber Security and Privacy
🔗 https://t.co/iqFHf8TPii

10. Corporate Finance
🔗 https://t.co/AMT78OsBlw

11. Database Management System
🔗 https://t.co/dFPgDFun9i

12. Data Structures and Algorithms using Java
🔗 https://t.co/X8UsoouHO6

13. Data Structures and Algorithms Design
🔗 https://t.co/kuixtbaTCD

14. Introduction To Operating Systems
🔗https://t.co/yq2e4gr2S9

15. Natural Language Processing
🔗https://t.co/NW57eofXXt

16. Programming In Java
🔗https://t.co/OAyT6kLYAz

17. Programming in Modern C++
🔗https://t.co/0E3lquqUpM

18. Programming with Generative AI
🔗https://t.co/MItYoWr2bF

19. Python for Data Science
��https://t.co/mCcMpCOsA3

[BhikuMhatre @MumbaichaDon]

She didn't roast Cockroaches, She showed mirror to entire Gen-Z & their parents in just 1 minute....with Clarity.👏

[elune @elune0x]

your agent is not a loop

the loop is the smallest part of the system

LOOP vs GRAPH vs HARNESS ENGINEERING

most teams use all three words for the same thing

that is why agent debugging feels impossible

LOOP ENGINEERING

controls repetition

turns retries budgets exits no progress

use durable execution when a run must survive failure

��� https://t.co/rX08Ugw1Yy

GRAPH ENGINEERING

controls topology

nodes edges state branches cycles checkpoints

use a stateful graph when the agent chooses its next step

→ https://t.co/ACgBjw6XK4

use graph algorithms when the topology itself needs analysis

→ https://t.co/0GiC8o7Ei9

HARNESS ENGINEERING

controls reality

tools permissions memory sandboxes evals traces humans

isolate code and tool execution from the host

→ https://t.co/Tuk8b4pcSd

put an eval gate before every model or prompt change

→ https://t.co/dr1GZlC75R

keep one trace across every model node and tool call

→ https://t.co/zsSTLpfY9C

without loop engineering it never stops

without graph engineering you cannot see why

without harness engineering it can touch anything

the prompt is inside the loop

the loop is inside the graph

the graph is inside the harness

the model is the smallest box in the system

save this before your next agent rewrite

then read the article below

[The Patriots Voice 🏴󠁧󠁢󠁥󠁮󠁧󠁿 🇬🇧 @Proudofthisland]

🚨 Elon just nuked the entire media playbook in under 90 seconds.

Journalist: “You support the far-right!”

Elon: “No. You support the lunatic left.

What was completely normal 10-15 years ago is now called ‘far-right’…

because your side went completely insane.”

Safe cities. Secure borders. Biological reality. Common sense.

None of that is “far-right.”

It’s just not crazy.

The Overton window didn’t shift right.

The left sprinted off a cliff and started calling everyone who didn’t jump “extremists.”

Elon said it out loud.

And the media still can’t cope.

Lunatic left.

He’s 100% right.

@elonmusk 👏🏻

[Anshul Pandey @Anshulspiritual]

Shiv, I suggest you to do a prime time on this topic.

REPOST IF YOU WANT THIS TOPIC IN PRIME TIME.

[Tathvam-asi @tathvamasi6]

🚨The real Indian baddie spoke up 😜

Reporter - Do you think this protest will be the end of Modi and his ‘Sanatan dharma’ propaganda?

Mona Agarwal - Excuse me, what did you just say? End of what?

Reporter - Modi ji

Mona Agarwal - Is that what you said? Look at me. I came here to protest at 11 pm. All these girls here also came to protest at 11 pm. I have the independence to wear what I want because of Sanatan Dharma. If there was no Sanatan, I would have been something else. I would have had to wear a curtain over myself wherever I went.

You won't see a single girl here wearing a curtain at this protest. Why? Because they are not allowed to walk out of their homes. Sanatan Dharma makes me independent. Try having a conversation with someone who wears a curtain and you will get to know the cruelty of not having independence."

That reporter didn't expect this reply. She is in a shock 🤣🤣

[Dev @refocus21]

Meet Vedant Shrivastava, Nisarga Adhikary, and Sarthak Sidhant ,they exposed CBSE in every possible way :

17 years old Vedant Shrivastava :

> Applied for the CBSE re-evaluation process
> Got a different Physics answer sheet
> Posted it on X
> Got labelled "Pakistani" by the BJP IT cell
> Brought CBSE to its knees and proved them wrong

19 years old Nisarga Adhikary :

> Bro hacked the CBSE website
> Reported the vulnerability to them
> But they didn't take any action
> Then bro posted it on X
> Showed everyone that it could be hacked

18 years old Sarthak Sidhant :

> Bro exposed a CBSE tender
> Took it to X
> Wrote a detailed thread
> Explained how the CBSE OSM tender conditions allegedly favoured COEMPT
> And today came on the media
> Exposed them with facts

These three boys are doing what whole media failed to do, all of them took x to expose CBSE .

[ANI @ANI]

#WATCH | Ranchi, Jharkhand | A class 12th student, Sarthak Sidhant, says, “…I have written a blog that compares the tender documents of CBSE. I have uploaded and published it… There were at least 15 discrepancies, as per my blog. I would like to highlight three or four of them. Let me give a background about Coempt. It was known as Globarena, and they have a very shady background. 23 students killed themselves because of coempt… Now, I would like to tell you about RFP (Request for Proposal). What happens is the government issues a tender and asks the bidder to bid for it. CBSE issued this tender three times… I have compared the old RFP and the new RFP, and I found some discrepancies… The first discrepancy is that there were three clauses of poor performances which was completely wiped out from the new RFP. In the earlier RFP, there was a clause called blacklisted earlier, whereas in the new RFP, it was changed to blacklisted currently. Why would the board want a service provider which was blacklisted earlier? The third thing I found out is the 50 crore limit, which you needed to qualify, and coempt qualified that by 1.7% … The time frame of corrupt practices was halved, and there were project criteria changes… It shows a pattern that the industry giant TCS was not preferred, but coempt was preferred, which works as a very fragmented group of institutions…”

[Sann @san_x_m]

Her name is Smita Sabharwal.

She was born on June 19 1977 in Darjeeling. Her father, Colonel Pranab Das, served in the Indian Army.

She grew up moving between cities.

She completed her graduation in Commerce from St. Francis College for Women in Hyderabad.

She cleared the UPSC Civil Services Examination in 2000.

She was 22 years old. All India Rank 4.

She was posted to some of Andhra Pradesh’s most backward districts. Adilabad. Chittoor. Kadapa. Warangal. Karimnagar.

In Karimnagar she launched a health programme called Ammalalana to improve institutional deliveries in government hospitals and reduce maternal and infant mortality.

The programme became a model for the National Rural Health Mission across India.

She was nominated for the Prime Minister’s Award for excellence in public administration.

She monitored government school performance through specially designed software.

She tracked government doctors over Skype calls.

She worked to improve roads, bus stops and public utilities with private and public funding.

She became the first woman IAS officer in the country to be appointed to a Chief Minister’s Office.

She served in the Telangana CMO for nearly a decade across different governments.

She said this, “Everything becomes relevant once you put your heart into it.”

Follow for stories India deserves to remember.

[Parimal @Fintech03]

1987. A room in New Delhi is thick with the smell of old files & cold tea. The United States has just delivered a stinging slap to the face of the Indian Republic. They have officially refused to sell India the 'Cray X-MP' Supercomputer, the most powerful machine on Earth, claiming that India would use it for nuclear weapons.

The American officials mockingly suggest that India does not even have the electricity to keep such a machine running. In the middle of this national humiliation, a young, soft-spoken engineer named Vijay Bhatkar is asked by then Prime Minister Rajiv Gandhi: "Can we build our own?" Bhatkar does not hesitate. He looks at the No of the West & says: "We will not just build it; we will build it faster than you can ship it."

The Americans did not just stop at refusing the sale; they actively lobbied other nations to ensure India remained digitally blind. They believed that w/o their Logic Gates, India would remain a 3rd world backwater.

Bhatkar realized he could not replicate the Single-Processor behemoth of the Cray. Instead, he turned to Parallel Processing. He decided to stitch together 1000s of low-cost, off-the-shelf microprocessors. It was like building a giant's brain out of the neurons of ants.

In 1991, while the West was still celebrating its monopoly, Bhatkar unveiled the PARAM 8000. It was not just a computer; it was a Gigaflop monster.

To prove the PARAM was real, Bhatkar ran a standard global benchmark test. The results were sent to an international conference in Zurich. The PARAM 8000 was ranked as the 2nd most powerful supercomputer in the world, behind only the American machines. But there was a twist: the PARAM cost a fraction of the Cray, performed better in tropical heat, & was built in just 3 years.

When the PARAM 8000 was 1st turned on, the team did not have a high-tech cooling system like the Americans. They used industrial-grade desert coolers & adjusted the airflow manually. It was the ultimate Jugaad that defeated the most sophisticated tech embargo in history.

A major US newspaper ran a story with the headline: "Denied supercomputer, Angry India does it!" The ghost of the Native Engineer had officially entered the silicon temple. Vijay Bhatkar’s history is the story of how India became the IT Capital of the world.

Bhatkar founded the Centre for Development of Advanced Computing (C-DAC). He did not just build a machine; he built an ecosystem. Every software engineer in India today stands on the shoulders of the man who proved we did not need the West's permission to compute. Bhatkar was the 1 who realized that if computers only spoke English, 90% of India would be left behind. He led the development of GIST (Graphics & Intelligence Based Script Technology), allowing computers to work in Indian languages. He gave the Machine a local tongue.

Today, Bhatkar is a Padma Bhushan awardee, but he lives a life of deep spirituality & simplicity. He vanished from the corporate headlines to become a philosopher of the digital age.

The West thought they could freeze India’s future by withholding a single machine. They forgot that the Indian mind does not need a 'Cray' to think; it only needs a 'No' to ignite. Forget building a supercomputer; Bhatkar built a mirror, & for the 1st time, the West had to look into it & see that the primitive colony had become the master of the code.

[Shikha Kapoor Rajpal🇮🇳 @Shiks33075327]

How much does this nation owe to this father-son duo! @Vishnu_Jain1 @adv_hsjain .
BHOJSHALA is finally in the right hands!
SC should put spokes now!

[Manthravadi Siva Harsha Vardhan @manthravadi]

Epic reply to her question! Must watch!!

[Megh Updates 🚨™ @MeghUpdates]

MP High Court orders stopping of Muslim Namaz at Bhojshala Complex. Hindu devotees get the right to conduct Pooja.

The HC even observed that the original nature of Bhojshala was a center of Sanskrit education.

Big Win For Sanatan 🚩

[Shikhar @shekhu04]

Meet Anima Anandkumar
(Every time AI predicts the weather faster than supercomputers, she made that possible)

> Born in Mysore, Karnataka
> Her grandfather was a mathematician. Science ran in the family.
> Studied Bharatanatyam for years alongside engineering
> https://t.co/TMjo4uhO8z from IIT Madras, 2004
> PhD from Cornell University, 2009.
> Postdoc at MIT.
> Principal Scientist at Amazon AWS.
> Helped launch Amazon SageMaker.
> In 2017 became Bren Professor at Caltech
> The youngest named professor in Caltech's history
> Joined NVIDIA as Senior Director of AI Research in 2018
> Invented Neural Operators, AI models that solve complex physics 1000x faster than traditional methods
> Built the first AI based high resolution weather model
> Now running at premier weather agencies around the world
> IEEE Fellow, Alfred P. Sloan Fellowship, NSF Career Award Faculty fellowships from Microsoft, Google, Facebook and Adobe. All four.
> Cited over 69,000 times in research papers worldwide

A girl from Mysore who danced Bharatanatyam is now teaching machines to understand the laws of nature.

"AI is not just about language. It is about understanding the physical world."

She built that belief into reality. Equation by equation.

[Ihtesham Ali @ihteshamali]

An MIT professor taught the same math course for 62 years, and the day he retired, students from every country on earth showed up online to watch him give his final lecture.

I opened the playlist at 2am and ended up watching three of them back to back.

His name is Gilbert Strang. The course is MIT 18.06 Linear Algebra.

Every machine learning engineer, every data scientist, every quant, every self-taught programmer who actually understands how AI works learned the math from this one man. Most of them never set foot on MIT's campus. They just opened a free playlist on YouTube and let him teach.

Here's the story almost nobody tells you.

Strang joined the MIT math faculty in 1962. He retired in 2023. That is 61 years of standing at the same chalkboard teaching the same subject to 18-year-olds.

The interesting part is what he did when MIT launched OpenCourseWare in 2002. Most professors were skeptical. They worried that putting their lectures online would make their classrooms irrelevant. Strang did not hesitate. He said his life's mission was to open mathematics to students everywhere. He filmed every lecture and gave it away.

The decision quietly changed how the world learns math.

For decades linear algebra was taught the wrong way. Professors started with abstract vector spaces and proofs about field axioms. Students drowned in the abstraction. Most never recovered. They walked out believing they were bad at math when they had simply been taught in an order that nobody's brain is built to absorb.

Strang inverted the entire curriculum.

He started with matrix multiplication. Something you can write down on paper. Something you can compute by hand. Something you can see. Then he showed his students that everything else in linear algebra eigenvectors, singular value decomposition, orthogonality, the four fundamental subspaces was just a different lens for understanding what the matrix was actually doing under the hood.

His rule was strict. If a student could not explain a concept using a concrete 3 by 3 example, that student did not actually understand the concept yet. The abstraction was supposed to come last, not first. The intuition was the foundation. The proofs were just confirmation that the intuition was correct.

The second thing Strang changed was the classroom itself. He said please and thank you to his students. Every single lecture. He paused mid-derivation to ask "am I OK?" to check if anyone was lost. He never used the word "obviously" or "trivially" because he knew exactly what those words do to a student who is one step behind. He treated 19-year-olds learning math for the first time the way he treated his own colleagues. With patience. With respect. With the assumption that they belonged in the room.

For 62 years.

The result is something that has never happened in the history of education. A single math professor became the default teacher of his subject for the entire planet.

Universities in India, China, Brazil, Nigeria, every country with a computer science department, started telling their own students to just watch Strang's lectures. The University of Illinois revised its linear algebra course to do almost no in-person lecturing. The reason was honest. The professor said they could not compete with the videos.

His final lecture was in May 2023.

The auditorium was packed with students who had never met him before. He walked to the chalkboard, taught for an hour, and at the end the entire room stood and applauded. He looked confused for a moment, like he genuinely did not understand why they were cheering. Then he smiled and waved them off and walked out.

His written comment under the YouTube video of that final lecture was four sentences long. He said teaching had been a wonderful life. He said he was grateful to everyone who saw the importance of linear algebra. He said the movement of teaching it well would continue because it was right.

That was it. No book promotion. No farewell speech. No legacy management.

The man whose teaching is the foundation of modern AI just thanked the audience and went home.

20 million views. Zero ego. The entire engine of the AI revolution sits on top of math that millions of people learned for free from one quiet professor in Cambridge.

The course is still on MIT OpenCourseWare. Every lecture, every problem set, every exam, every solution. Free.

The most important math course of the 21st century is sitting one click away from you. Most people will never open it.

[Sann @san_x_m]

Her name is Poonam Malakondaiah.

Her grandfather was a police officer in Bundelkhand known for his fearlessness. Her father was the first person in their family to become literate. He became a scientist.

She became a gold medallist in Microbiology from the Indian Agricultural Research Institute. Research was her first priority. Then someone suggested UPSC. She had no coaching money and no time. She prepared alone. She cleared it in 1988.

She had to choose between a research career she had spent years building and IAS. She chose IAS.

As Agriculture Commissioner, she dragged Monsanto to the MRTP Commission. The multinational was charging prices that were strangling Indian farmers for BT cotton seeds. She forced them to reduce the price.

She fought corruption in transport, education and civil supplies. Every department she was assigned to. Every time she acted. Every time she was transferred.

Seven transfers in six years.

Politicians. Lobbyists. Businessmen.

None of them could make her bend.

India Today named her India’s third most honest IAS officer.

She retired in June 2024 as Special Chief Secretary to the Chief Minister of Andhra Pradesh. Thirty six years of service.

Her father was the first in the family to read. She spent 36 years making sure the people of this country were not cheated.

Follow for real stories India never makes headlines about.