AppMathDoc
appmathdoc.bsky.social
AppMathDoc
@appmathdoc.bsky.social
Christian, Husband, Father, Grandfather, Applied Mathematician
Today's AI is based on AI that is more than 50 years old and still superior to today's AI for math/eng (see pic).

Not as revolutionary as many think. Integer linear solvers have used AI (heuristics) since the 50s to avoid NP.

LLMs are special b/c they speak our language.

But make too many errors
December 11, 2025 at 12:30 AM
Sorry. Once on the internet, AI companies quickly find them, have humans solve them, and include in ongoing training.

All ai companies have hundreds of such employees.

Google"Alice in Wonderland" (AIW) problems.

Note: As soon as you as ask and get nonsense, the above kicks in.

Example pics
December 10, 2025 at 9:39 PM
Actually, Biden's error was in failing to realize that Trump's 2018-2020 inflation survived COVID.

Tariff and tax cut driven inflation was a big story pre-COVID. Biden should have killed all Trump's tariffs.

We're now in replay. Except China was ready this time.
December 10, 2025 at 1:28 PM
Example: DEM control of TN 3rd after great society

Chattanooga red, Oak Ridge blue

So put into same district

Dems held 3rd for 20 years in deep red East TN

Chattanooga faster growth. Oak Ridge Dems now irrelevant, split from Knoxville Dems next door

MUST START EARLY

Need a versus Haggerty NOW
December 8, 2025 at 11:59 AM
Trump, Bessent, Homan, Noem, Vought,... job is to make #2 happen

If they fail, BBB tax cuts are a 6T credit card charge

Actual Term: GROSS FISCAL IRRESPONSIBILITY (GFI)

Always leads to crisis - runaway inflation, political unrest, ...

AND THEY ARE FAILING!!!

Result = All the pain of #2 +GFI
December 6, 2025 at 11:56 PM
Trump, Bessent, Homan, Noem, Vought,... job is to make #2 happen

If they fail, BBB tax cuts are a 6T credit card charge

Actual Term: GROSS FISCAL IRRESPONSIBILITY (GFI)

Always leads to crisis - runaway inflation, political unrest, ...

AND THEY ARE FAILING!!!

Result = All the pain of #2 +GFI
December 6, 2025 at 8:14 PM
Wish I could talk to him.

The profession most likely to be in the pew next to him is "public school teacher."

But political Christianity is phony, at best. So many examples!!!

Jesus condemns the path of money+politics+religion. He never goes that way.

That is, MAGA is a road to perdition.

1/3
December 5, 2025 at 2:31 PM
Notice all but 2 with their hands crossed in front.

Defensive posture. He's made a mockery of Christianity and a travesty of the Constitution, and they're terrified.

Never saw this with Reagan or Obama.

Trump is just a humorless, crude imitation with cruel intentions.

I would be terrified too!
December 3, 2025 at 10:24 PM
A snapshot of America's centuries-old racism - white superiority against a backdrop of the racially inferior in cages.

If they only knew how much God hates racism - but they do not.

"...they oppress the poor and needy and mistreat the foreigner,...

So I will pour out my wrath on them..." Ez 22
November 26, 2025 at 2:15 PM
Once again - sorry to be a broken record - this is also in Proj2025.

As is use of military, massive fee increases, nearly all ICE acts since Jan.

Next up, ICE Intelligence, take over coast guard

That MASSIVE 4 year budget is to "whiten" America - including sending many of us "back to Africa"
November 25, 2025 at 10:11 PM
@aftynbehn.bsky.social

Message that may help:

"Tennesseans value family, value tradition - AND THE GOP USES THAT AGAINST US.

Used it to put a BBB bullseye on TN's back. TN Rural Healthcare collapse, TN rural poverty to more than double by BBB's end.

I'm running to keep that from happening."
November 20, 2025 at 12:38 PM
Acts 4:27 says it was a conspiracy between Pilate, Herod, the Gentiles, and the Jews living in Jerusalem (ie, the Jewish leaders)

Our complaint is with "Political Christianity," not with the followers of Jesus.

"Political Christianity" is phony, at best.

At worst it is rejection of Jesus himself.
November 15, 2025 at 8:28 PM
He has made a travesty of our constitution and a mockery of my faith.

Why? GREED!

With GREEDy supporters

In a tradition that traces back to biblical times:

"Their hearts are greedy for unjust gain ... they are experts in greed - an accursed brood!"

Now leading MAGA down a road to perdition.
November 10, 2025 at 1:01 PM
Schumer solution a no-go because

THE SHUTDOWN WON'T END UNTIL THE HOUSE RETURNS!

Ignore Fox Noise

THE SHUTDOWN CAN'T END UNTIL THE HOUSE RETURNS!

Historians as soon as next year will all agree on the obvious now:

THE SHUTDOWN WAS NEVER GOING TO END UNTIL AFTER THE HOUSE WAS BACK IN SESSION!
November 9, 2025 at 1:07 AM
Some TN numbers
November 6, 2025 at 12:14 AM
AEP is nearly unstoppable

AEP due to huge unsecured Gov borrowing is Gross Fiscal Irresponsibility (GFI)

Actual term - gross as in GDP

Always leads to crisis

Ex: Argentina 2020-2023

BBB: 4T unsecured by 2030

SOMEONE MUST PAY TO AVOID GFI

Proj2025 plan is Lat Am model
= 41% rural poverty

2/4
October 25, 2025 at 2:20 PM
Not encouraging! But a reliable forecast.

A highly reliable predictor especially in economics and social choice is asynchronous exponential growth (AEP).

It seems slow at first but then "explodes" (see fig). In reality, AEP is intrinsic - internal forces that grow in proportion to itself

1/4
October 25, 2025 at 2:20 PM
2023 => Proj2025: Vought to lead, MAGA to pay

Because con men rip off those who trust them, not those who don't

Presidency allows Trump to attack those who don't

But the 2nd American revolution has always been about bringing Latifundio and its 41% rural poverty to the USA

So rich can get richer
October 17, 2025 at 11:58 AM
Cutting blue state programs, targeting blue cities, impoverishing rural red USA - all in defiance of Congress.

Over 200M taxpayers with no representation in how those taxes are used.

HE'S RIPPING US OFF!

Time for 200M to put our foot down. Time for 200M to shout "STOP!"

It's our money, not his!
October 16, 2025 at 11:36 AM
Cutting blue state programs, targeting blue cities, impoverishing rural red USA - all in defiance of Congress.

Over 200M taxpayers with no representation in how those taxes are used.

HE'S RIPPING US OFF!

Time for 200M to put our foot down. Time for 200M to shout "STOP!"

It's our money, not his!
October 16, 2025 at 11:19 AM
And once there is too little left in the bottom 50%, they will instead take it from each other.

"Those who love money never have enough money." Ecclesiastes

MAGA's greatest sin was not in the ballot box.

It was in corrupting Christianity to accommodate wealthy allies and a secular agenda.
October 12, 2025 at 11:48 PM
Con men 101:
They rip off those who trust them, not those who don't

Presidency allows him to intimidate those who don't

But the second American revolution - bloodless if the left allows it - has always been about bringing Latifundio and its 41% rural poverty to the USA.

So rich can get richer
October 12, 2025 at 12:53 PM
Amen!

BTW, beautiful standard poodle.

We have a 5 year old standard - giant love pup with lots of energy!
October 6, 2025 at 7:57 PM
Not just marketplace!

Premium spikes for 40% of emp-based in TN.

100K in TN lose emp-based soon

Many Tenncare MCOs rely on marketplace subsidies AS THEY INSURE MUCH OF THE REST OF TN.

Adverse selection will drive them out of rural markets.

Rural poverty in TN doubles to over 30% by 2030.
October 6, 2025 at 5:23 PM
NOT JUST THE POOR!

Premiums up for 80% in TN!

Many Tenncare (Medicaid) insurers (MCOs) rely on marketplace subsidies AS THEY INSURE MOST OF THE REST OF TN.

Adverse selection will drive them out of rural markets.

Rural poverty in TN to double to over 30% by 2030.

"FROM THE RURAL TO THE RICH"
October 6, 2025 at 1:17 PM