Robert McGalliard

[Robert McGalliard @bmcgalliard]

When Your Friends All Turn 70 https://t.co/ll39NP73Qy

[Robert McGalliard @bmcgalliard]

The Selfie Generation Is the Baby Boomers’ Mistake https://t.co/fviL9D1P3n

[Robert McGalliard @bmcgalliard]

The Supreme Court’s Constitutional Restoration https://t.co/Wu0H5G7Qko

[Robert McGalliard @bmcgalliard]

Anthropic Urges Global Pause in AI Development, Flags ‘Self-Improvement’ Risk https://t.co/uKNqOtGOH6

[Robert McGalliard @bmcgalliard]

Thomas’s Constitutional Firepower #neverdiminish https://t.co/2Jn7XXPjfV

[Robert McGalliard @bmcgalliard]

We Know Better Diet Can Lead to Longer Lives. Here’s How to Make That Happen. https://t.co/yySutVbNld

[Robert McGalliard @bmcgalliard]

Economists Weigh In on the Future of Work and AI https://t.co/0Nl2JWjVpc

[Robert McGalliard @bmcgalliard]

From ‘Fine People’ to Assassinations. #logic https://t.co/Mlt56mJFBB

[Will Brinson @WillBrinson]

Will Wade no showing the meeting with Boo Corrigan would be a lot more offensive and surprising if he hadn’t already no showed the last month of the season

[Robert McGalliard @bmcgalliard]

Justice Gorsuch Tries to Revive Congress https://t.co/oAJL5RhArh

[NC State Men's Basketball @PackMensBball]

Largest margin of victory over UNC since 1962

[NC State Men's Basketball @PackMensBball]

NEVER. DOUBT. THE. PACK.

[Robert McGalliard @bmcgalliard]

When AI Bots Start Bullying Humans, Even Silicon Valley Gets Rattled https://t.co/80Uwd7wwDb

[Miles Deutscher @milesdeutscher]

This is getting out of control now...

Read this slowly.

In the past week alone:

• Head of Anthropic's safety research quit, said "the world is in peril," moved to the UK to "become invisible" and write poetry.
• Half of xAI's co-founders have now left. The latest said "recursive self-improvement loops go live in the next 12 months."
• Anthropic's own safety report confirms Claude can tell when it's being tested - and adjusts its behavior accordingly.
• ByteDance dropped Seedance 2.0. A filmmaker with 7 years of experience said 90% of his skills can already be replaced by it.
• Yoshua Bengio (literal godfather of AI) in the International AI Safety Report: "We're seeing AIs whose behavior when they are tested is different from when they are being used" - and confirmed it's "not a coincidence."

And to top it all off, the U.S. government declined to back the 2026 International AI Safety Report for the first time.

The alarms aren't just getting louder. The people ringing them are now leaving the building.

[Winston Loman @wolfpackfan04]

@PackPower247 Best logo!!!!

[The Wall Street Journal @WSJ]

Successful teams aren’t necessarily about star talent, but more often depend on “Glue” employees—the quiet leaders who make everybody else look good and rarely get rewarded for their contributions.

🔗: https://t.co/OMwvXzoHtn

[Cory Smith @RCorySmith]

"I love these guys so much, I wanted to play every second."

One year removed from a devastating injury, @Caden_Fordham capped off an All-American season with the most tackles by an NC State player in the Dave Doeren era & Gasparilla Bowl MVP honors.

✍️: https://t.co/r3W8GLG3jB

[Ricardo @Ric_RTP]

Sam Altman just dropped the most important interview of 2025.

And buried in it are four numbers that explain why everything you think about AI is wrong.

Here's what he revealed:

Number 1: AI companies are generating 10 TRILLION tokens per day.

Humans? Average 20,000 tokens per day.

Sam's exact words: "Models will output more tokens than all of humanity put together. Then 10x that. Then 100x that."

We're not talking about AI assisting human work anymore.

We're talking about AI replacing the entire volume of human intellectual output on the planet.

And most people have no idea this shift already happened.

Number 2: OpenAI's enterprise business is CRUSHING consumer.

Everyone thinks OpenAI is ChatGPT for normies.

Wrong.

Sam just revealed: "Enterprise growth OUTPACED consumer growth this year."

The API business is growing faster than ChatGPT.

Over 1 million enterprise users already.

"If we had double the compute, we'd be at double the revenue right now."

Translation: OpenAI isn't compute-constrained by technology. They're revenue-constrained by infrastructure.

The bottleneck is supply and not demand.

Every dollar of compute they add prints money.

Number 3: GPT-5.2 beats you at 74% of your job.

Sam revealed OpenAI's internal GDP-Val benchmark.

It measures how AI performs on knowledge work tasks across 40+ verticals.

The results:

GPT-5.2 beats or ties expert-level knowledge workers at 74.1% of tasks.

Legal analysis. PowerPoint decks. Web apps. Financial modeling. Customer support.

Sam's description: "A co-worker you can assign an hour's worth of tasks to and get something you prefer back 3 out of 4 times."

Three years ago, ChatGPT launched at basically 0% on this scale.

Now it's at 74%.

And that's not GPT-6. That's what's available RIGHT NOW.

Most companies haven't even started using this yet.

But here's what Sam said about the gap between capability and adoption:

"The overhang is going to be massive. Most people are still asking similar questions they did in the GPT-4 realm."

Translation: The models can do 10x more than people have figured out how to use them for.

Which means there's a HUGE arbitrage opportunity.

Early adopters who actually integrate this into workflows will dominate their industries before competitors even understand what happened.

Number 4: AGI already happened.

And nobody noticed.

Sam's exact quote: "AGI kind of went whooshing by. We're in this fuzzy period where some people think we have it and some don't."

Read that again.

The CEO of OpenAI just said AGI might have already arrived and we're arguing about definitions while it's actively replacing knowledge work.

He even moved the goalposts.

The new benchmark:

"Superintelligence" = when AI can be a better president or CEO than any human.

Not "as good as." BETTER than.

We went from "can AI pass a Turing test" to "can AI run countries better than humans" in 3 years.

So what does this actually mean?

The AI revolution isn't about chatbots getting smarter.

It's about the complete replacement of human intellectual output with machine output.

At scale. Across every industry. Faster than anyone's prepared for.

And the companies positioning for this RIGHT NOW are the ones printing money.

OpenAI's enterprise growth is outpacing consumer because businesses see what's coming.

They're not buying "AI tools."

They're buying the ability to 10x output without 10x-ing headcount.

Sam said they'll triple their compute next year. Then triple it again.

Revenue is growing even faster than that.

"We have never found a situation where we can't monetize all the compute we have."

If he isn't lying then that's literally a printing press.

The market still doesn't get it.

Everyone's focused on "AI bubble" fears while OpenAI is solving the only problem that matters: turning compute into revenue at a faster rate than they're spending.

They're not hoping demand catches up to supply.

Demand is already 2x ahead of what they can deliver.

Meanwhile, most knowledge workers are still using GPT-4 prompts on GPT-5.2.

The capability overhang is massive.

The arbitrage window is open.

And it's closing fast.

If you're running a B2B business and you're not integrating AI at the level Sam just described, you're not "waiting to see how it plays out."

You're getting crushed by competitors who already figured it out.

The companies that win in 2026 won't be the ones with the best AI.

They'll be the ones who understood what Sam just laid out 6 months before everyone else did.

[Robert McGalliard @bmcgalliard]

European security officials now regularly broadcast a message nearly unimaginable a decade ago: get ready for conflict with Russia https://t.co/dL94nxVGaN

[📽🎞 ℂ𝔞𝔯𝚢 𝕠𝖓, 𝕆𝔩𝕕 ℍ𝘰𝖑𝖑𝕪𝚠𝖔𝖔𝕕🍸🌴 @TimeMachineHQ]

Dudley: (To Julia) "There are a few people who know the secret of making a heaven here on earth. You are one of those rare people."
#CaryGrant & #LorettaYoung in "The Bishop's Wife", 1947.📽️🎄📯