Sunday, March 1, 2026

Bill Crawford: A.I. Boom a Challenge for Manufacturers

 A.I. data center spending in America has created a boom for overseas manufacturers, not so much for manufacturers here at home.  

“Roughly three-quarters of the cost of an A.I. data center is for the computer gear and parts such as computer chips that go inside of it,” reported the Wall Street Journal. “America’s A.I. champions, including the computer chip pioneer Nvidia, manufacture many of their products in Asia – despite efforts by the Biden and Trump administrations to reduce U.S. dependence on essential chips made overseas.”

“The single biggest threat to the world economy, the single biggest point of single failure, is that 97% of the high-end chips are made in Taiwan,” Treasury Secretary Scott Bessent said last month.

Forbes reported that modern, top-of-the-line A.I. servers, like those running NVIDIA GPUs are built from thousands of components manufactured overseas with final assembly concentrated in Mexico, Taiwan, China, and other countries in Greater Asia.

Reshoring alone will not overcome this.



The New York Times reported that Tesla’s factory in Shanghai produces far more cars per worker than its plant in California. This gap “reflects something unsettling about China’s broader edge in manufacturing: It has figured out how to organize production around large-scale deployment of automation, robotics, and artificial intelligence. The United States has not.” And, “other advanced economies in Germany, Japan, South Korea, and elsewhere are responding with similar strategies.”

There’s more.

“America Needs A.I. That Can Do Math - Language skills won’t be enough to stay ahead of China in the economic sectors that matter,” headlined a recent article in the Wall Street Journal. “The U.S. will need to use a whole new class of artificial-intelligence models – built for the world of science and math, not language and images – to stay competitive with China as it puts the pedal to the metal in critical sectors.” 

Interestingly, a Mississippi-based company seeks to help solve this issue. Brient Mayfield, CEO and founder of Optimal Answers based in Gulfport, notes that A.I. models often hallucinate, providing wrong answers at a 30% error rate. “To be clear,” he said, “A.I. is amazing and is gaining adoption for performing work where 100% accuracy is not required. Such uses include natural language processing, image management, and search (with data distillation).” In contrast, he continued, “accuracy and reliability are required for workflow automation and most decision support needs.”

Optimal Answers has now adapted its Optimal Decision Optimization product to incorporate A.I. “By combining optimization and AI, the strengths of both technologies can be leveraged in the decision support computations while minimizing the weaknesses,” Mayfield said.

As America integrates A.I. into autonomous weapons systems, accuracy must be optimized.

“Wealth gained hastily will dwindle” – Proverbs 13:11

Crawford is an author and syndicated columnist from North Jackson.


2 comments:

Anonymous said...

Where did it start?
I will share the cliff notes history with all of you.

HP, Apple, AT&T, Xerox, IBM, Tandem, ZENITH, Motorola, and all of the big American tech companies manufactured almost everything in the USA.

The big change happened when a man named Jack Tramiel wanted to make cheap ass computers and sell millions of them. His company, Commodore Computers did that. How did they do it? They outsourced to Taiwan and Hong Kong. Nobody could compete. The Commodore 64 was unreliable but it was cheap and as soon as it built a software base it dominated the market. Atari tried and failed. Apple didn’t try to compete and kept manufacturing the Apple II and Macintosh in California until the early 90s.

Jack Tramiel led the race to the bottom. He bankrupted Atari and then bought Atari. Then Commodore and Atari both went bankrupt.

The mark he left is that you can make billions in technology with cheap and unreliable hardware. Everyone eventually copied his model.

The companies in Taiwan that made the chips and manufactured the guts and assembled everything became TSMC and Foxconn. They now dominate. Everything Mac and PC you buy today has chips made by TSMC and assembled in a Foxconn factory. Even Mac is made by Foxconn now.

From Wikipedia:

Jack Tramiel (/ˈdʒæk trəˈmɛl/, trə-MEL; born Idek Trzmiel, Polish pronunciation: [ˈidɛk ˈtʂmjɛl]; December 13, 1928 – April 8, 2012) was a Polish-American businessman and Holocaust survivor, best known for founding Commodore International.[3] The PET, VIC-20, and Commodore 64 are some home computers produced while he was running the company. Tramiel later formed Atari Corporation after he purchased the remnants of the original Atari, Inc. from its parent company. He was one of six people spotlighted when the computer was denoted “Machine of the Year” by Time magazine in 1982.

Anonymous said...

9:05 here.
One other item to add is that the advanced EUV lithography process used to make these new and most advanced chips, is not American technology. EUV lithography was innovated ASML Holding in the Netherlands. The most advanced nodes that were ever publicly known to be created in the USA, were Global Foundaries (Formerly AMD) 14nm lithographic process which is superior in durability to the new 3nm EUV process, but much less performant.

ironically, China has developed their own EUV process domestically since they have been denied the technology.

in the USA and Taiwan, Intel and TSMC both import the ASML advanced lothography equipment for their silicon foundries.


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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.

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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.

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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.

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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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