Instead of watching an hour of Netflix, watch this MIT professor deliver a brilliant masterclass on how to effectively present your ideas with clarity, impact, and purpose.
Jensen Huang just gutted the AI job panic with one profession.
Radiology.
The field AI was supposed to kill first.
Jensen Huang: “Computer vision was superhuman in 2019. And yet, the number of radiologists grew.”
Not competitive. Not close. Superhuman.
Every forecast said radiologists were finished.
Every forecast was wrong.
Not slightly wrong. Directionally wrong.
There are now fewer radiologists than the world needs. A global shortage. In the exact specialty AI was supposed to erase.
Why?
Because the task was never the job.
Huang: “The purpose of your job and the tasks and the tools that you use to do your job are related. Not the same.”
Reading a scan is a task.
Diagnosing disease is a purpose.
AI handled the task. The purpose didn’t shrink. It compounded.
Faster reads meant more patients seen. More patients seen meant more disease caught. More disease caught meant more demand for the people who decide what to do about it.
The tool did not kill the job. It fed it.
Then the fear did what the technology never could.
Huang: “The alarmist warning went too far and it scared people from doing this profession that is so important to society. It did harm.”
People heard radiologists were finished and walked away from the field.
Medicine bled talent it could not afford to lose.
Not because the work vanished. Because the panic said it would.
The prediction was wrong. The damage was real.
Huang: “The number of software engineers at Nvidia is going to grow, not decline.”
Not hold steady. Grow.
The company building the infrastructure that automates code is hiring more of the people who write it.
Huang: “I wanted my software engineers to solve problems. I didn’t care how many lines of code they wrote.”
Nobody ever hired an engineer to type. They hired them to think.
When the machine handles syntax, the engineer does not become obsolete. The bottleneck just moves upstream. To architecture. To edge cases. To the kind of reasoning no model handles alone.
The world was never short on unsolved problems.
It was short on people free to chase them.
That is the part the fear narrative misses every single time.
340,000 women once worked as telephone switchboard operators.
That job is gone. Nobody mourns it.
What replaced it created millions of roles that nobody in 1920 had the vocabulary to describe.
The losses are always visible. The gains are always invisible until they arrive.
That pattern has survived every technological shift in history.
It is surviving this one.
The people forecasting mass displacement are making the same mistake as the people who forecasted the end of radiology.
They can see the task being automated.
They cannot see the purpose expanding underneath it.
That blindness is not just wrong.
It is expensive.
Every person scared out of a career that AI will actually make more valuable is a cost the economy absorbs for nothing.
Not because of the technology.
Because of the story told about it.
“They lost Minnesota’s trust the minute they stepped in our state,” said a former combat medic. The U.S. Army veteran joined protests in Minneapolis following the fatal shooting of 37-year-old Alex Jeffrey Pretti in south Minneapolis by a federal agent. This is the second fatal shooting in south Minneapolis by a federal agent this month.
“We have fallen far from what made America great,” he said.
Don’t let this White House lie to you. Believe what you see.
Alex Pretti was trying to help a woman off the ground. Then immigration agents tackled, shot, and killed him.
It’s time for them to get the hell out of MN.
Donald Trump’s secret ICE thugs are murdering American citizens. And then they are lying to the American people to avoid accountability.
This is fascism, plain and simple.
ICE needs to be abolished and they need to immediately get off of our streets.
IRAQ WAR VETERAN: “I wouldn’t do that in a war. There are no rules of engagement I’ve ever had that would justify shooting someone in that situation… and he shot an American citizen. This should scare the shit out of everyone.”
(From Louis Laurant)
Fox Contributor Ted Williams: It was said he was brandishing a weapon. He was not, he did have a weapon, it was said by the white house he attacked the agents. No, He did not.
You can see one of the agents takes his gun and that's before he’s shot.
🚨🇺🇸 NEW FOOTAGE OF ICE AGENTS SHOOTING ALEX PRETTI IN MINNEAPOLIS
Agents pepper-spray Pretti as he films and steps in to help a woman who was pushed.
Then 7 swarm him, pin him down on his knees, and end up shooting him.
Source: @sentdefender, NYT, KSAT
James Talarico: “ICE shot a mother in the face. ICE kidnapped a 5-year-old boy. ICE executed a man in broad daylight on our streets just this morning. It’s time to tear down this secret police force and replace it with an agency that actually is gonna focus on public safety. We need to impeach Kristi Noem. We need to prosecute agents who’ve abused their power”
Minneapolis Mayor Jacob Frey just sounded the alarm:
He says he watched video of six masked agents pummeling a resident and shooting him to death.
“How many more residents, how many more Americans need to die or get badly hurt for this operation to end?”
This is federal violence in the streets, and it’s spiraling fast.
Pam Bondi just sent a letter to Minnesota officials saying ICE will leave if the state turns over its voter database to Trump.
Guess what? This has never been about safety or immigration. It’s a pretext for Trump to take over elections in swing states.
What we witnessed was the execution of a civilian bystander by masked government agents.
Not self-defense. Not law enforcement. Murder.
Everyone responsible will face criminal charges. There will be accountability.
In the meantime, get the fuck out of MN and start following the law.
Seth Moulton just went scorched earth on ICE:
“You are cowards… pathetic, untrained, unprofessional cowards.”
And he didn’t stop at “defund.”
He named Todd Lyons and said ICE needs to be PROSECUTED.
That’s where we are now.
BREAKING: @AOC just completely went off on Trump after ICE murdered Alex Pretti.
"Donald Trump [is] accusing a Veteran Affairs ICU nurse (Alex Pretti) as being a terrorist against the United States. A man who was treating services members to our country, who was dedicating his life to serving Americans. Who in his final act on this earth was helping a woman pushed to the ground. And they are calling him a Domestic Terrorist, in order to defend their gross abuse of power, their absolute breaching of the law and in order to precipitate greater conflict."