Friday, June 19, 2026

MCPP: The Six Stages of AI

When something new comes along, everyone suddenly has to have an opinion about it. Often the same one.

When crypto went mainstream, people who had never owned so much as a share were suddenly holding forth on bitcoin. When Ozempic arrived, people who had never once expressed a view on weight loss were just as eager to share the very same thoughts. Now it is AI’s turn. No conversation about it seems complete until someone has solemnly used the word “hallucination.”

AI is utterly transformative. A vastly bigger deal than almost any innovation that came before. As big as the invention of writing, or the industrial revolution — only all at once.

Whether you run a business, a club, a school — or a think tank, as I do — it is going to upend a great deal of what we take for granted. Who you hire. How you delegate. What outcomes we should even expect from our employees. It lets you work almost at the speed you can think — fast enough that knowing when to stop becomes a discipline in its own right.

My own journey with AI started where everyone’s does — marveling at how my newly opened account acts as such an awesome search engine. Call it the “Does anyone still use Google anymore?” stage: you put your new tool to work running glorified Google searches. Great fun — but if that is as far as you get, you could be forgiven for thinking the whole thing overhyped.

The second stage of AI is when you start using AI as a writing tool. This is where those who talk about hallucinations tend to be. And it is, frankly, the least interesting thing about AI. Sure, it is excellent for editing and polishing what you have written — but not the other way round, with you editing what it writes. That is the surefire route to slop.

The third is the realization that you can do things techies spent years learning to do. Figure out how to program an agent to perform one complex task, and it can then perform that same task again and again — at a scale, and a speed, no human team could match. Information and expertise that once belonged only to those at the top of society are coming within reach of everyone else. The social implications of that are at least as large as the economic ones.



Perhaps my all-time favorite TV show is Young Sheldon. The running joke throughout every episode is that Sheldon, the brilliant boy genius, is able to figure out extraordinary things, yet is forever tripped up by the mundane. Treat AI as you might Sheldon: super smart, but dumb enough to misread the obvious.

The fourth stage of AI comes when you realize an agent can handle a great deal of your existing workflow. Instead of getting you or your team to do the donkey work, you farm it out to your new AI employee — one who never tires, and shows up on time, every time, ready to put in a full day’s work.

The fifth stage arrives once you start asking what you might automate that you never imagined could be automated at all. At MCPP we are beginning to do precisely this, in all sorts of weird and wonderful ways.

This week it was reported that AI software built by Palantir has saved hundreds of lives at a hospital in Florida by catching the signs of sepsis before doctors could. No miracle cure: the system simply reads the data already flowing through the hospital and prompts preemptive action.

Now picture the same logic applied more widely. Imagine AI scanning the records of every American over a certain age, picking out each one whose cholesterol sits in the danger zone, and ensuring they are offered statins — a few dollars a day — to bring it down. AI need not conjure something out of nothing to be transformative, but to merely take the knowledge already sitting in front of us, ignored, and put it to work.

The sixth stage of AI follows when you work out how to automate the autonomous agents themselves, so that they more or less manage one another. Ask me how that is going in a few weeks…

So where might all this lead?

I am an optimist. I think Jeff Bezos is right. Far from causing mass unemployment, AI could leave us with a shortage of workers. Yes, there will be disruption. Anyone who fails to adapt could lose out. It may not be much fun for those whose only skill is coding. But there will also be an enormous increase in output. Every one of us has some sort of comparative advantage, and AI lets us do far more with what we have than ever before.

The result could be far greater prosperity for all — provided we let energy producers produce, rather than strangle them in red tape, and provided we steer well clear of European Union-style control from the top down. The EU’s GDPR goes a long way to explaining why so much AI innovation is happening on this side of the Atlantic, and so little on the other.

One final thought. Energy policy is about to matter more than almost anything else. AI runs on power — vast and growing amounts of it — and the states and nations that produce energy cheaply and abundantly are the ones that will get to build the future. Those that hobble their energy producers will be left watching from the sidelines.

Douglas Carswell is the President of the Mississippi Center for Public Policy and author of this post.  

This post is sponsored by the Mississippi Center for Public Policy. 

2 comments:

Anonymous said...

"A vastly bigger deal than almost any innovation that came before. As big as the invention of writing, or the industrial revolution — only all at once."

Bigger than fire, the wheel, and penicillin, all rolled into one! Better than sex! More important that mitosis! It's huge, I say!

Anonymous said...

And people are already sick to death of having it rammed down their throats. What a disaster.


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Trollfest '07 was such a success that Jackson Jambalaya will once again host Trollfest '09. Catch this great event which will leave NE Jackson & Fondren in flames. Othor Cain and his band, The Black Power Structure headline the night while Sonjay Poontang returns for an encore performance. Former Frank Melton bodyguard Marcus Wright makes his premier appearance at Trollfest singing "I'm a Sweet Transvestite" from "The Rocky Horror Picture Show." Kamikaze will sing his new hit, “How I sold out to da Man.” Robbie Bell again performs: “Mamas, don't let your babies grow up to be Bells” and “Any friend of Ed Peters is a friend of mine”. After the show, Ms. Bell will autograph copies of her mug shot photos. In a salute to “Dancing with the Stars”, Ms. Bell and Hinds County District Attorney Robert Smith will dance the Wango Tango.

Wrestling returns, except this time it will be a Battle Royal with Othor Cain, Ben Allen, Kim Wade, Haley Fisackerly, Alan Lange, and “Big Cat” Donna Ladd all in the ring at the same time. The Battle Royal will be in a steel cage, no time limit, no referee, and the losers must leave town. Marshand Crisler will be the honorary referee (as it gives him a title without actually having to do anything).


Meet KIM Waaaaaade at the Entergy Tent. For five pesos, Kim will sell you a chance to win a deed to a crack house on Ridgeway Street stuffed in the Howard Industries pinata. Don't worry if the pinata is beaten to shreds, as Mr. Wade has Jose, Emmanuel, and Carlos, all illegal immigrants, available as replacements for the it. Upon leaving the Entergy tent, fig leaves will be available in case Entergy literally takes everything you have as part of its Trollfest ticket price adjustment charge.

Donna Ladd of The Jackson Free Press will give several classes on learning how to write. Smearing, writing without factchecking, and reporting only one side of a story will be covered. A donation to pay their taxes will be accepted and she will be signing copies of their former federal tax liens. Ms. Ladd will give a dramatic reading of her two award-winning essays (They received The Jackson Free Press "Best Of" awards.) "Why everything is always about me" and "Why I cover murders better than anyone else in Jackson".

In the spirit of helping those who are less fortunate, Trollfest '09 adopts a cause for which a portion of the proceeds and donations will be donated: Keeping Frank Melton in his home. The “Keep Frank Melton From Being Homeless” booth will sell chances for five dollars to pin the tail on the jackass. John Reeves has graciously volunteered to be the jackass for this honorable excursion into saving Frank's ass. What's an ass between two friends after all? If Mr. Reeves is unable to um, perform, Speaker Billy McCoy has also volunteered as when the word “jackass” was mentioned he immediately ran as fast as he could to sign up.


In order to help clean up the legal profession, Adam Kilgore of the Mississippi Bar will be giving away free, round-trip plane tickets to the North Pole where they keep their bar complaint forms (which are NOT available online). If you don't want to go to the North Pole, you can enjoy Brant Brantley's (of the Mississippi Commission on Judicial Performance) free guided tours of the quicksand field over by High Street where all complaints against judges disappear. If for some reason you are unable to control yourself, never fear; Judge Houston Patton will operate his jail where no lawyers are needed or allowed as you just sit there for minutes... hours.... months...years until he decides he is tired of you sitting in his jail. Do not think Judge Patton is a bad judge however as he plans to serve free Mad Dog 20/20 to all inmates.

Trollfest '09 is a pet-friendly event as well. Feel free to bring your dog with you and do not worry if your pet gets hungry, as employees of the Jackson Zoo will be on hand to provide some of their animals as food when it gets to be feeding time for your little loved one.

Relax at the Fox News Tent. Since there are only three blonde reporters in Jackson (being blonde is a requirement for working at Fox News), Megan and Kathryn from WAPT and Wendy from WLBT will be on loan to Fox. To gain admittance to the VIP section, bring either your Republican Party ID card or a Rebel Flag. Bringing both and a torn-up Obama yard sign will entitle you to free drinks served by Megan, Wendy, and Kathryn. Get your tickets now. Since this is an event for trolls, no ID is required. Just bring the hate. Bring the family, Trollfest '09 is for EVERYONE!!!

This is definitely a Beaver production.


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Jackson Jambalaya is the home of Trollfest '07. Catch this great event which promises to leave NE Jackson & Fondren in flames. Sonjay Poontang and his band headline the night with a special steel cage, no time limit "loser must leave town" bout between Alan Lange and "Big Cat"Donna Ladd following afterwards. Kamikaze will perform his new song F*** Bush, he's still a _____. Did I mention there was no referee? Dr. Heddy Matthias and Lori Gregory will face off in the undercard dueling with dangling participles and other um, devices. Robbie Bell will perform Her two latest songs: My Best Friends are in the Media and Mama's, Don't Let Your Babies Grow up to be George Bell. Sid Salter of The Clarion-Ledger will host "Pin the Tail on the Trial Lawyer", sponsored by State Farm.

There will be a hugging booth where in exchange for your young son, Frank Melton will give you a loooong hug. Trollfest will have a dunking booth where Muhammed the terrorist will curse you to Allah as you try to hit a target that will drop him into a vat of pig grease. However, in the true spirit of Separate But Equal, Don Imus and someone from NE Jackson will also sit in the dunking booth for an equal amount of time. Tom Head will give a reading for two hours on why he can't figure out who the hell he is. Cliff Cargill will give lessons with his .80 caliber desert eagle, using Frank Melton photos as targets. Tackleberry will be on hand for an autograph session. KIM Waaaaaade will be passing out free titles and deeds to crackhouses formerly owned by The Wood Street Players.

If you get tired come relax at the Fox News Tent. To gain admittance to the VIP section, bring either your Republican Party ID card or a Rebel Flag. Bringing both will entitle you to free drinks.Get your tickets now. Since this is an event for trolls, no ID is required, just bring the hate. Bring the family, Trollfest '07 is for EVERYONE!!!

This is definitely a Beaver production.

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