பிரபஞ்சன்

Love, loss and everything in between.

[‏ً @omgsidewalks]

NO, you CANNOT walk 10,000 steps daily, get 8 hours of sleep, cook every night, clean every day, take care of a family, make time for your own hobbies, and still be productive at work every day. This is not just propaganda, it is rubbısh. Free yourself from it.

[பிரபஞ்சன் @Prabanchan_]

@sunnewstamil Telegram ban.

[பிரபஞ்சன் @Prabanchan_]

@Keir_Starmer The applications to join UK military can be initiated at 15 years and 7 months but can’t have social media at that age🤣

[SightBringer @_The_Prophet__]

⚡️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.

[Mitsuki Das 🐧 @mitsuki_x_10]

Dei Tvk 😭🖕🖕

[பிரபஞ்சன் @Prabanchan_]

@News18TamilNadu அப்ப ரெண்டாயிரத்து ஐந்நூறு இல்லயா.. Shimt

[பிரபஞ்சன் @Prabanchan_]

@DataChaz Where is the rest?

[பிரபஞ்சன் @Prabanchan_]

@18RawatG How pretentious 😂

[பிரபஞ்சன் @Prabanchan_]

Hardeep Singh be like….

[Prashanth Rangaswamy @itisprashanth]

Loaded the car with XP100 at last - just to check how the car performs .

167.5 rupees a litre for pure petrol In india !

Day light scam orchestrated by the great @nitin_gadkari !

[பிரபஞ்சன் @Prabanchan_]

Insane

[பிரபஞ்சன் @Prabanchan_]

Every millennial’a wet dream

[Google Earth @googleearth]

Prepare for takeoff. ✈️ Flight simulator is now available globally on web to all users. https://t.co/hQP0No142P

We've recently added many our most powerful professional desktop features to web. Elevation profiles, new import types, but there's always been one other feature you've been asking us to add to the web version of Google Earth, just for fun...

Where will you fly? Share your best maneuvers, views, and flyovers with us!

[பிரபஞ்சன் @Prabanchan_]

🤨

[sphinx @protosphinx]

Sir, they have blocked access to the very AI models you said we should share instead of build

[Peter Girnus 🦅 @gothburz]

A short history of how we got here, because the chronology is the whole story.

January: the Pentagon demands unrestricted use of Claude for autonomous weapons and domestic surveillance. Anthropic says no.

February: the President orders every federal agency to drop Anthropic. The Defense Secretary bans Pentagon contractors from doing business with them. A rival announces its classified-network deal within hours.

March: the Pentagon designates an American company a "supply chain risk" under a statute written for foreign adversaries. A federal judge blocks it.

May: the Pentagon signs AI deals with seven companies. Anthropic is not one of them.

June 9: Anthropic releases Fable 5.

June 12: Commerce issues an export control directive over a jailbreak that, by the government's own account, was demonstrated verbally, came with no written explanation, and involves a capability you can get from other publicly available models today.

Two things are true at once.

First: Anthropic spent months marketing Mythos as too dangerous to release. Sam Altman said it was "incredible marketing to say we have built a bomb." The Commerce Department has now formally agreed it is a bomb. If you describe your product as a munition in every press release, eventually a government takes you at your word. They wrote the legal predicate themselves and called it a brand.

Second: we have run this experiment before. In the 90s the government classified encryption as a munition under ITAR. Activists defeated it by printing PGP's source code as a book, because books are protected speech and floppy disks were arms exports. A t-shirt with three lines of RSA Perl was legally a munition. The controls collapsed because math does not stop at customs.

The new wrinkle is the "deemed export" rule: showing controlled technology to a foreign national inside the US counts as exporting it abroad. Which is why Anthropic's own foreign-national employees are now locked out of the model they built. The munition is in the building and the people who made it are not allowed to look at it.

The jailbreak is the paperwork. The refusal was in January.

[மாதொருபாகன் @maathorubhagan]

🤭😂🥳

[பிரபஞ்சன் @Prabanchan_]

TF..

[PunsterX @PunsterX]

This is some next level goof-up!

A Gurugram couple had twins by IVF.

A few months later, they realized the babies did not look like them. The man says- "The younger baby looked North-Eastern."

They got a DNA test done. The DNA of the babies did not match either the mother or the father.

[All day Astronomy @forallcurious]

🚨: Study reveals that the sperm cells carry biological ECHOES of a father's stress, particularly from childhood trauma

[பிரபஞ்சன் @Prabanchan_]

ரயில் தாமதமாக வந்ததால் பிளாட்��ார்ம் டிக்கெட் காலாவதி ஆகிறது. அபராதம் விதிக்கப்பட்டு தண்டிக்கப்படுகிறார்.

இங்கே ஒருவர் கால தாமதமாக வந்ததால் பலர் மரணிக்கின்றனர்.. தண்டிக்கப்படாமல் பின்னர் அவர் முதலமைச்சராகிறார்🤦‍♂️

[Sun News @sunnewstamil]

#NewsUptate | மும்பை: 5 மணிநேர ரயில் தாமதத்தால் பிளாட்ஃபார்ம் டிக்கெட் காலாவதி ஆனதாக கூறி ரூ.500 அபராதம் விதித்த அதிகாரிகள்.

#SunNews | #Platformticket | #Railway

[Todd Saunders @toddsaunders]

goodbye all original design work

[பிரபஞ்சன் @Prabanchan_]

@skpkaruna Friends of Police rebranded

[mukulagarwal @MukulAgarwal66]

H1B visa issue is an internal American issue, why are we getting upset and angry about it???

Their bloody country, their rules, hum kaun????