Ohh Audrey, this is sad, but typical of those who are “scholar-activists” rather than scholars…I didn’t call upon anyone to correct our wiki page, the literal founder of the platform, @lsanger did!
And you say that “academic consensus” says we’re part of a parivar, but then the only academic article you quote is one written by you! The others are such examples of scholarship as the Caravan & an anonymous anti-Hindu troll handle called Savera.
You’re really not making a strong argument here 🤷🏽♀️
Race and Ethnicity is not constant they keep evolving. Chindian's are becoming a visible group in Malaysia and Singapore with a population of 1.5-2 lakh, they are children's of Indian (mostly Tamil) and Chinese parents. They often look Malay to outsiders 1/2
📷- Chindian Diary
சேலத்தில் உள்ள எங்கள் மாம்பழத் தோப்பில் விளைந்த மாம்பழம் 1 டன் 6000 ரூபாய்க்கு விற்றதாக அப்பா சொன்னார், அதே சமயம் லண்டனில் நாங்க 1 கிலோ £15(Rs1900) குடுத்து வாங்குறோம், இதுக்குதான் மத்திய அரசு, தனியார் நிறுவனங்கள் விவசாயிகளிடமிருந்து நேரடியாக கொள்முதல் செய்வதற்காக வேளாண் சட்டங்களைக் கொண்டுவந்தது. திமுக உள்ளிட்ட அனைத்து எதிர்க்கட்சிகளும் இதை எதிர்த்து, விவசாயிகளை ஒருங்கிணைத்து போராட வைத்தன, மேலும் மத்திய அரசை அந்தத் திட்டத்தைத் திரும்பப் பெறவும் வைத்தன. இப்போது விவசாயிகள் எப்படித் துன்பப்படுகிறார்கள் என்று பாருங்கள்🤦
⚡️Satya is describing the new balance sheet of the firm.
The old firm owned people, processes, software, customer relationships, brand, data, and IP.
The new firm will own a compounding cognition loop.
Every workflow becomes a training surface. Every decision becomes a trace. Every expert judgment becomes reusable signal. Every internal correction becomes model improvement. Every model run becomes a chance to turn human judgment into institutional intelligence.
That is what “token capital” really means.
It is accumulated machine-operable cognition. A company’s expertise becomes executable, queryable, evaluable, improvable, and portable across models.
That is a massive shift.
The most important line is the one about switching out the generalist model without losing the company veteran expertise. That is the entire enterprise AI war. Model providers want the firm’s knowledge to flow into the model layer.
Enterprises need that knowledge to stay inside their own loop.
Whoever owns the loop owns the future economic rent.
Satya is laying out Microsoft’s answer to the frontier-model monopoly problem.
If all company knowledge flows upward into a few foundation models, the foundation model labs become landlords of the entire economy. They absorb everyone’s expertise, commoditize every workflow, and capture the value created by every firm’s learning process. That equilibrium will trigger political backlash, customer resistance, regulatory pressure, and corporate revolt.
So Microsoft’s doctrine is: every company should build its own AI learning system on top of frontier models, while Microsoft owns the infrastructure where that happens.
That is elegant and self-serving.
Microsoft does not need to own the single best frontier model forever. It needs to own the enterprise control plane: identity, security, permissions, data, workflow, evals, agents, memory, developer tools, cloud, compliance, and model routing. If the model becomes swappable, the platform underneath the firm’s learning loop becomes the durable asset.
Satya is quietly saying the frontier model alone is unstable. A world of a few models eating every company’s expertise breaks the political economy. A world where every company builds firm-specific AI capital on top of models is more stable, more defensible, and much better for Microsoft.
The “human capital gets more valuable” line is partly true and partly corporate diplomacy.
High-agency humans become more valuable. People with taste, judgment, relationships, domain intuition, ambition, and the ability to direct agentic systems become much more valuable.
Routine cognitive labor loses bargaining power.
The future firm does not need every human equally. It needs humans who can generate high-quality signal for the loop. The human becomes a trainer, judge, strategist, relationship node, taste layer, and goal-setter. The work that cannot feed the loop or direct the loop gets compressed.
This also connects directly to the Anthropic crisis.
If frontier model access can be restricted, pulled, nationality-gated, or subordinated to state power, then enterprises cannot allow their intelligence layer to live entirely inside one external model. They need portability. They need private evals. They need internal memory. They need their own traces. They need model-agnostic learning systems.
The model can change.
The firm’s cognition loop has to survive.
That is the new sovereignty test.
A company that only buys AI access is a renter.
A company that turns its workflows, judgments, corrections, and outcomes into a private learning loop is building capital.
The deeper implication: the future economy splits between firms that compound cognition and firms that leak cognition.
Firms that compound cognition will get stronger every time they operate.
Every calculation you have ever done uses a system India invented.
Before Indian mathematicians gave the world zero and the decimal place, Greek and Roman maths used letters for numbers. Try multiplying MXLVII by CCXCIV. Merchants, architects and astronomers across the ancient world were trapped.
Baghdad's Al-Khwarizmi (c.780–847) transmitted it west. His book on the Indian place system and algorithmic calculation laid the foundation of modern mathematics. The word "algorithm" is a corruption of his name. "Algebra" comes from his treatise title. Both are Arabic transmissions of Indian originals.
Abraham Seidenberg's History of Mathematics credits India's Sulba Sutras as the inspiration for all mathematics of the ancient world.
Lin Yutang, Chinese philosopher: "India was China's teacher in trigonometry, quadratic equations, grammar, phonetics."
Carl Sagan thought Vedic cosmology the only ancient system whose timescales correspond to modern scientific cosmology.
Every time a computer runs, it counts in a system India designed.
Even now they don’t understand why Annamalai left! 🤦🏻
And this is the state of senior leaders in TN BJP. Really worrying…
When Annamalai had already informed BJP in Dec 2025 of his intention to leave BJP and he was told to hold on till elections end, the question of his fighting elections on BJP ticket does not arise at all…
Why he left is clear but for the benefit of these TN BJP leaders, he left because of the conspiracy by EPS stooges within and outside TN BJP, to tie up with it and decimate the party…
And EPS succeeded in doing that. And there are some within TN BJP, especially at the top, hell bent on destroying whatever is left of TN BJP by wasting time talking about Annamalai, ad nauseam, rather than taking on TVK for all its follies they are committing 🤦🏻
TVK Minister @CTR_Nirmalkumar says that the earlier practices in Tirupparankundram should continue. We are stressing on it. The earlier status of the temple should be restored. Immediately !
Thank You Nirmal Kumar Sir for bringing it to the attention of Muruhan Devotees!
Tirupparankundram Sri Subramania Swamy Temple was part and parcel of Sri Meenakshi Sundareswarar Temple, Madurai. The FRAUDs in the TN Govt and @tnhrcedept made a FALSE submission before Madras High Court and got an order to make it a separate temple.
The @tnhrcedept Executive Officer was/is functioning by FRAUD in Madurai Temple from 13.12.1951.
The Fraud Department's Executive Officer started functioning - illegally - in Tirupparankundram Temple from 05.05.1983.
@RameshOffcl Sir ! Restore the temple back to Sri Meenakshi Sundareswarar Temple, Madurai!
Legally kick out the illegally present Executive Officer from the Madurai Temple.
Restore all ancient practices including lighting the Deepam on Top of Tirupparankundram Hill !
My Article in @dinamalarweb Today.
திருப்பரங்குன்றத்தில் முந்தைய நடைமுறைகளே தொடர வேண்டும் என்று த.வெ.க அமைச்சர் @CTR_Nirmalkumar கூறுகிறார். நாங்க அதனை வலியுறுத்துகிறோம். முந்தைய நிலையே மீண்டும் கொண்டுவரப்பட வேண்டும்.
முருகன் பக்தர்களின் கவனத்திற்கு இதனைக் கொண்டு வந்ததற்கு நன்றி ஐயா!
திருப்பரங்குன்றம் ஸ்ரீ சுப்பிரமணிய சுவாமி திருக்கோவில், மதுரை ஸ்ரீ மீனாட்சி சுந்தரேஸ்வரர் திருக்கோவிலின் பிரிக்க முடியாத ஒரு பகுதியாக இருந்து வந்தது. தமிழ்நாடு அரசிலும் @tnhrcedept-யிலும் உள்ள மோசடிப் பேர்வழிகள்சென்னை உயர் நீதிமன்றத்தில் தவறான தகவல்களைச் சமர்ப்பித்து, அதனைத் தனி கோவிலாக மாற்றுவதற்கான உத்தரவைப் பெற்றனர்.
@tnhrcedept செயல் அலுவலர் 13.12.1951 முதல் மதுரை கோவிலில் மோசடியான முறையில் செயல்பட்டு வந்தார்/வருகிறார்.
இந்த மோசடித் துறையின் செயல் அலுவலர் 05.05.1983 முதல் திருப்பரங்குன்றம் கோவிலில் - சட்டவிரோதமாக - செயல்படத் தொடங்கினார்.
@RameshOffcl ஐயா! இந்தக் கோவிலை மீண்டும் மதுரை ஸ்ரீ மீனாட்சி சுந்தரேஸ்வரர் கோவிலுடனே இணைத்து பழைய நிலையை மீட்டெடுங்கள்!
மதுரை கோவிலில் சட்டவிரோதமாக உள்ள செயல் அலுவலரைச் சட்டப்படி வெளியேற்றுங்கள்.
திருப்பரங்குன்றம் மலையின் உச்சியில் தீபம் ஏற்றுவது உள்ளிட்ட அனைத்துப் பழங்கால நடைமுறைகளையும் மீண்டும் மீட்டெடுங்கள்!
மிக்க நன்றி @dinamalarweb !
One of the EPIC mistakes done by @AmitShah ji is to let Annamalai leave BJP.
He would've been the Thrishool 🔱 of Hindus 🕉 for the next 50yes in @BJP4India#Annamalai probably could've been the next future candidate for National President, Defense Minister, Home Minister, even can be projected as the 1st PM from Tamilnadu, BJP would've done a clean sweep across TN, even India, much bigger victory than Indira or Nehru.
A person with such knowledge, depth, courage, articulation, unambiguous clarity is speaking, an opportunity lost once in a century by #BJP 😢
Has ppl who built it and also ppl who can consume it.
Building a frontier model is no mean a small feat, but market access to India to sell it is much more powerful.
China may make 10x or 100x of EV cars, but they don't have market access to sell it in USA, so whats the use of it 🤣
US Gov has banned *Anthropic Claude Fable 5*, ONE of THE Best Model from Claude today 🤷♂️
Is this in retaliation to Anthropic not allowing their Models to be used by PENTAGON for War 🤔
@AnthropicAI@claudeai#Anthropic#Claude#Fable#Trump
😱😱😱
Among all models including Opus 4.8, Fable 5 is THE BEST model i ever used.
It took 1month in Opus 4.7 to build a simple Baloon TD type game, was ok game. When Fable 5 came, I tried to make improvements 2 days back. In 2 days the Game was transformed way past my expectations with 90% of less effort from me to get the job done.
Fable 5 is Awesome 👌 but sad its been disabled 😫
😱😱😱
Among all models including Opus 4.8, Fable 5 is THE BEST model i ever used.
It took 1month in Opus 4.7 to build a simple Baloon TD type game, was ok game. When Fable 5 came, I tried to make improvements 2 days back. In 2 days the Game was transformed way past my expectations with 90% of less effort from me to get the job done.
Fable 5 is Awesome 👌 but sad its been disabled 😫
ஆமால்ல...
*நானே பல தடவை யோசித்தது உண்டு இத்தனை திராவிட குரூப்பும் ஏன் பிராமணர்களை மட்டும் இவ்வளவு தூவேசம் செய்கிறார்கள் என்று.??
ஆனால் 500 வருடங்களுக்கு முன்பே இதை விதைத்து விட்டு சென்றிருக்கிறது பாவாடை குரூப்...
பாலிடாக்ஸ் @PolitalksTamil ன் ஆதாரபூர்வமான வீடியோவை பாருங்கள்..*
A 19-Year-old Muslim woman was forced by her own family members to marry her 45-Year-old maternal uncle.
Is being a woman in Islam a curse, should a woman be forced like this?
@HemanthNBJP@prasadnaik25sep@amarprasadreddy@BJP4TamilNadu Yes, thats exactly a servitude mentality may work in some other states. TN BJP voters wants leaders who can do, they saw Annamalai, supported him. Not saying we can't get more puke him, that'll take time.
@SanUvacha@KshatriyaDhrum Indian Americans doing it for entrepreneurship not for India. Yes, every MAGA White extremists knew Indians and Israeli people and their startups help, still theyre targeted by them.