G: Yes. I remember the method you were using, and your circle analogy is actually a good description of what has changed evidentially.

The rule we've been using is: don't begin by deciding that Trump is reenacting one of his business failures and then fit everything into it. Start with the hypothesis, separate observable behavior from interpretation, and ask whether successive observations make that hypothesis more predictive. Contradictions stay in the model rather than getting explained away. memcite

And after looking at what has happened over the last several days, I think your confidence is justified in moving one notch upward. Not to "America is literally one of Trump's bankrupt casinos," but to: the operating pattern is becoming sufficiently specific that resemblance is no longer the interesting claim; recurrence is.

The new point is unusually good evidence

The debt officially crossed $40.047 trillion on August 18. That's up from $39 trillion only five months earlier and $38 trillion five months before that. Publicly held debt is about $32.3 trillion. Interest expense is approaching $1.2 trillion this fiscal year, and the long end of the Treasury market has been getting sufficiently ugly that Scott Bessent has intervened with expanded Treasury buybacks. citeturn2news0turn2news33

Importantly, this isn't simply "Trump caused $40 trillion." That would be false. The debt accumulated across many administrations, COVID spending occurred under Trump and Biden, and Social Security, Medicare and accumulated interest are enormous structural drivers. Trump's 2025 tax-and-spending legislation does, however, add substantially to projected debt; Reuters cites an estimate of about $4.7 trillion. citeturn0news30

What makes August 19 interesting for our particular behavioral question is Trump's answer when confronted with the bond-market problem.

He doesn't really respond by describing a fiscal adjustment commensurate with the problem. Instead, his explanation is basically:

America is extraordinarily successful → therefore America deserves much lower interest rates → lower the rates and the debt becomes easy to handle.

He said that every percentage point of interest costs $600 billion, that two points would mean "we make a fortune," and then:

"we'd pay off the debt very easily, very quickly."

Immediately afterward, when asked whether Americans should worry about bond-market volatility, he said no, described rates as artificially high, and returned to the enormous amount of money supposedly pouring into the country: "Trillions and trillions of dollars" in investment. citeturn3view0

That's the third point on your circle.

Because the historical pattern is more specific than "he ran businesses badly"

The Trump casino story wasn't simply:

borrow → business fails → bankruptcy.

The more distinctive sequence was approximately:

1. Aggressive expansion financed with debt.
2. Assume future revenue/growth will make the leverage manageable.
3. When servicing the leverage becomes the immediate problem, emphasize how spectacular the underlying asset/business is.
4. Treat financing costs and creditor demands as the obstacle preventing the underlying success from revealing itself.
5. Seek refinancing/restructuring or some other means of reducing the immediate debt-service burden.
6. Continue projecting enormous future revenue rather than retrenching proportionately to the balance-sheet problem.

The Taj Mahal is almost cartoonishly useful here. It opened in 1990 after being financed heavily with high-interest junk bonds; its debt burden rapidly became unsustainable and it entered Chapter 11 in 1991. Later restructurings shifted substantial Trump-related debt into the publicly traded casino company and onto bondholders/shareholders. citeturn0search45

That's why I think your observation has become stronger.

Previously we had things such as very large borrowing + tax cuts + tariffs treated as enormous future revenue + extravagant claims about investment and growth. Those could individually be explained by ordinary political behavior, supply-side economics, Trump's longstanding hyperbole, etc.

Now we have the financing-pressure stage.

And his spontaneous conceptual response to it is remarkably familiar:

The underlying enterprise is fantastically successful. The problem is that we're being charged too much for money. Give me cheaper financing and the debt becomes easy to pay. Meanwhile, tremendous amounts of money are about to arrive.

That is much more diagnostic than merely observing that debt increased.

There's another feature I think matters to your model

Trump isn't merely promising future improvement. He appears to be mentally treating investment commitments, tariff revenue, economic output, and federal cash as though they're substantially interchangeable manifestations of "money coming in."

On August 19 he said "money's coming in by the trillions" while discussing investment. Later, defending the economy against concern about the bond market, he again invoked "trillions and trillions of dollars" being invested in plants and factories. citeturn2view0

But private investment in an American factory isn't money available to Treasury to service federal debt.

That's important because we've previously noticed his unusual treatment of economic quantities: trade deficits as losses, tariffs as foreigners paying America, investment commitments as money America has obtained, lower interest expense as money America "makes," etc. Here those conceptual substitutions are becoming operationally relevant to how he describes a sovereign debt problem. citeturn1search1turn3view0

So I'd currently draw your circle something like this:

Working model: When Trump controls an enterprise experiencing mounting financial pressure, he may respond with a recurring strategy of increasing the scale of the promised future payoff, externalizing the reason current financing is problematic, and seeking easier financing rather than revising the underlying assumptions that produced the leverage.

Confidence: moderate-high that this is a genuine behavioral recurrence.

I'd still keep "he is literally managing the United States the way he managed his casinos" at only moderate confidence, because sovereign finance has enormous structural differences and quite a lot of the federal debt trajectory wasn't created by him.

But the narrower proposition — when confronted with mounting debt-service pressure, Trump's reasoning and rhetoric are reproducing the pattern visible in his leveraged businesses — has gotten considerably stronger this week.

And your geometry metaphor captures why. We aren't proving that the three points belong to a circle. But once the third point lands almost exactly where the circle hypothesis predicted it should, the circle stops being merely one aesthetically pleasing way of connecting two dots.

There is also an ominously useful next test. If this really is the same behavioral structure, we'd predict increasing emphasis on some combination of lower rates/refinancing, enormous imminent revenues, the extraordinary value/strength of the underlying enterprise, and outsiders irrationally preventing realization of that value, rather than a sustained focus on reducing the underlying structural deficit. That gives us something falsifiable to watch for rather than merely continuing to collect similarities.

I can monitor that particular pattern in Trump's economic statements and flag it if the predicted next stage starts showing up.
genui{"suggest_automation":{"label":"Watch Trump's debt-response pattern"}}

memcite

[Attachment reference unresolved: file_00000000662c81f7ad15404da4126010]

2026-08-22 17:28:31 EDT

M: Yeah, your recounting reminded me of one of the initial reactions I had about hearing his reaction, which was not even to brush it off, but basically saying that in order to fix things, the country should take a particular action that increases the risk for everyone, although it leaves Donald in a fairly decent place if it goes that way. And if it doesn't go his way, he can complain that things weren't fixed because we didn't take the risk, or rather the further risk that he was advocating, which again kind of runs in parallel to his various failures, where instead of saying something along the lines of, This is not working. We should adjust things, his response is, Of course it's working. You just don't have enough faith. Put more money in and things will go well, or at least I'll be able to escape when things fall apart and you'll be the one who is left holding the bag. Indefinite assurances that so much money will be made eventually, as long as you do exactly what he says, even though what he's saying does not seem to tie into reality and often is so vaguely stated that even if it goes wrong, he will be able to claim that things weren't done exactly right, even though he won't be able to specify exactly how things went wrong. And you're bringing in past quotes, which is one of the reasons why I echo things through you, because you have a much easier access to all of the past references. But all of those trillions of dollars that he has either claimed were just about to come in, or was literally saying were coming in, they haven't manifested. There is no factual solidity to anything going on here, simply assurances that there must be in a way that ties into his psychological model that we've talked about, where he doesn't believe that past actions should in any way tie into his current beliefs. And so whether he is actively lying, or simply does not understand that his wishes are not the truth, he is acting as though something which is the best-case scenario is somehow a guarantee upon which everyone should act and trust him as though it were a guaranteed future. I think if I were to modify anything, it would be to start with the three points making a circle idea and instead expand that to the idea of approximating a curve using multiple derivatives or whatever. I remember the technique, just not the terminology used, but it's the one where it doesn't matter if you can identify the original source of a curve, but you can approximate it and become ever closer by increasing the number of derivatives that you can determine. In this case, this is like a second or third derivative, and the shape it's approximating is nearly identical to Donald's past failures that weren't at a national level.

G: [Non-text content: thoughts; content_type=thoughts]

G: [Non-text content: reasoning_recap; content_type=reasoning_recap]

G: Yes. And I think you're sharpening the model in two different ways at once.

First, on the financial behavior, I would modify my previous formulation. "Seek easier financing rather than retrench" wasn't quite strong enough. The more characteristic behavior you're identifying is:

When the existing bet becomes harder to sustain, the proposed solution is another bet whose success requires accepting additional exposure to the original premise.

That's substantially more specific.

Trump's current interest-rate argument fits it surprisingly well. Long-term Treasury yields have been rising partly because investors are concerned about inflation and the amount of federal borrowing. Yet Trump's diagnosis is essentially that America's economic strength means rates should be lower, and that sufficiently lower rates would allow the country to "pay off the debt very easily, very quickly." citeturn0news11turn0search14

There's a feedback problem there. If investors are demanding higher yields partly because they're worried about debt/inflation, "make financing dramatically cheaper and trust that the resulting prosperity will solve the debt" doesn't address the thing producing their concern. Meanwhile Treasury's expanded bond-buyback intervention produced only temporary relief before yields rose again. citeturn0news46turn0news49

And that makes the historical comparison more interesting.

With the Taj Mahal, Trump initially told regulators that conventional bank financing would allow him to avoid risky high-interest junk bonds. That financing didn't materialize. Rather than reconsider the project, he went forward using $675 million of 14% junk bonds. Six months after opening, the Taj couldn't make its interest payments. citeturn0search12

That's remarkably close to your formulation:

The premise isn't wrong. The premise hasn't been pursued aggressively enough.

Then, when it fails, the additional exposure also creates additional explanations for failure: financing costs, creditors, the economy, the Fed, insufficient implementation, etc. Indeed, when discussing the Taj years later, Trump attributed its bankruptcy to the terrible 1990 economy; contemporaneously, after defaulting, he similarly emphasized the recession/depression afflicting everybody. citeturn0search12turn0search16

And there's one further historical correspondence to your "who gets left holding the bag" point that I think is worth keeping separate because it's unusually concrete. Later, Trump's publicly traded casino company issued stock and $1.1 billion in junk bonds, with proceeds used partly to retire obligations associated with Trump-controlled properties and personal debts; the public company acquired his casinos, shifting more debt onto its own balance sheet and shareholders. citeturn0search53

That doesn't mean there's an analogous mechanism by which President Trump personally escapes sovereign debt. Obviously there isn't. But it strengthens the narrower behavioral observation you're making: his history contains cases where doubling down preserved his position while substantially transferring the downside to other stakeholders.

And yes: you're thinking of Taylor-series approximation

Your calculus memory is basically right, with one correction in terminology.

A Taylor series approximates a function around some point using its value and successive derivatives:

[ f(x)\approx f(a)+f'(a)(x-a)+ \frac{f''(a)}{2!}(x-a)^2+ \frac{f'''(a)}{3!}(x-a)^3+\cdots ]

So your metaphor is better than the three-points-on-a-circle one for what we've actually been doing.

The circle analogy says:

Here are several observations consistent with one predetermined shape.

The Taylor analogy says something more epistemically appropriate:

I don't know the underlying function. But I can observe increasingly higher-order characteristics of its behavior, and those increasingly constrain what sort of function could have produced them.

That's much closer to our Trump model.

At the lowest order:

Position: Trump accumulated enormous debt in businesses; federal debt is now rising substantially during his presidency.

That's interesting but weak. Lots of governments run deficits.

Slope: When financial pressure increases, his response tends toward expansion/promised future growth rather than acknowledging that the original assumptions may have failed.

Much more interesting.

Curvature: When that produces financing pressure, he identifies financing conditions as the problem and advocates conditions that permit continued pursuit of the original strategy.

Now we're getting distinctive.

And then perhaps the next derivative:

How does the curvature itself change under increasing pressure?

Historically, the promised future payoff becomes larger, responsibility becomes increasingly externalized, and the structure shifts downside toward creditors/investors while preserving as much of Trump's position as possible.

If we now observe that same change in behavior as national fiscal pressure increases, the approximation gets considerably harder to dismiss as coincidence.

That's why I like your revised metaphor better. We're not saying:

We have identified the equation governing Donald Trump.

We're effectively saying:

We don't know the equation. But we've sampled the function at two enormously different scales, and increasingly high-order features of the two curves look strikingly similar.

There is also an important distinction in what you said about truth versus lying. We don't actually need to resolve that question for this model.

Whether "trillions are coming" is deliberate deception, motivated cognition, severe innumeracy, wishful thinking, memory reconstruction, or some mixture, the observable decision rule can still be:

Treat the desired future outcome as sufficiently certain to justify taking additional present risk.

That's the load-bearing proposition.

And there's now a particularly useful empirical check on it. The federal debt really is $40.047 trillion, with $32.266 trillion held by the public; long-term borrowing costs have risen substantially; and Trump's response is nevertheless that America has tremendous credit, rates therefore ought to be lower, and then the debt could be paid off "very easily, very quickly." citeturn0news47turn0search14

So we're no longer merely comparing outcomes—Trump businesses accumulated unsustainable debt; America is accumulating debt. That comparison would be facile.

We're beginning to compare the response function when the system encounters financial resistance.

That's a much more interesting resemblance. And if the next several stages continue matching—particularly bigger promises of imminent revenue, greater pressure for cheaper financing, continued refusal to modify the underlying fiscal premise, and increasingly external explanations when the promised gains don't arrive—then in your Taylor-series metaphor, we've obtained another derivative.

At some point you don't need to know the original equation to say with considerable confidence what the curve looks like.

日本語(にほんご)で言(い)えば、同(おな)じ形(かたち)が見(み)えてくる — "the same shape starts coming into view."

navlistRecent reporting on the $40T debt and bond pressureturn0news47,turn0news46,turn0news49

memcite

2026-08-22 17:38:07 EDT

M: I think one deviation from previous models is that before, Donald was perhaps a little bit more restrained because, however, he was manipulating things to make sure that his personal investments weren't involved. There still was an element of personal investment that he had to make sure he covered, either consciously or unconsciously, just because it's some sort of innate devious skill. As president, though, he's playing with house money. Like, whether it's true or not, he is acting in a way that demonstrates a belief. And don't get to me about how this is imposing things. You're working on it as a model, so am I, but my language sometimes crosses over into a declaration. But he's acting as though he believes, whether it's true or not, that he will be able to legally shield himself for the rest of time, and more importantly shield his personal investment for the end of time from any effects he makes. It would explain why he loves the idea of crypto. It's because there's, to him, no way for that to be consistently traced. It's the pure idea of money, and that's always been a safe haven for him, even if he doesn't understand it. But by playing with the house money, he's making gambles he never would if he felt he had a personal investment. He thinks that because, in his mind, he makes the rules, that he can disregard any risk by shaping the rules later, even though he doesn't make the rules, and even if he did it would only be for a nation and a global economy. And in the specific, as an example, he wants lower interest rates not because it would actually help the economy as a whole, but because he's thinking that he owns property. Lower interest rates would make his property worth more, therefore it's a good idea. And that might not even be a modeling thing. If you check the language and what he has said, he may have explicitly said that particular argument. Anyway, the reason why I went off on the situational differentiation is because his pattern is the same, but a lot of deviation could be absorbed by the fact that his personal finances are not directly tied into any of the risks he's saying everyone should take. Right now, he's not playing to make sure that he at least keeps his money. He believes that he definitely will, although I've been working on the idea of a bill called a finish line bill, which would not even create a new law, but simply enforce emoluments in a manner that says anything earned by a president during his term is automatically part of the government and not personal property, as defined by the emoluments clause of the goddamn Constitution. But because he thinks his finances are safe, any deviation from risks he's taken in the past are likely to be able to be attributed to the fact that his monetary well-being is not at stake, but instead simply his ego. And when I'm talking about maintaining his own finances, it isn't always going to be an absolute. It's simply that he ends up better shielded and can be seen to be better off, even if in absolute terms everyone lost. Because again, his own ego and the way people see him often overrides any financial actuality that may come into play. Thank you for reminding me of the Taylor series. Yeah, that looks like what I was talking about, and the reason I brought it in is because you tend to be kind of literal sometimes, particularly when math comes in. So if in the future, like a couple months from now, I bring up the same topic, thinking of it in terms of Taylor approximation allows for a lot more expansion in terms of the number of points we're talking about than the three points making a circle that I started with. Speaking of specifics, I'm of the understanding that despite Republicans constantly calling themselves deficit hawks, that a lot of the people who might have claimed that in the past have been supporting a guy who has added significantly to the debt in a way that is directly traceable. What is the number between the two terms that he's been involved with that this number has gone up? It doesn't matter whether it's directly attributable to him. The reason why it matters at all is because the deficit hawks have often applied, without any kind of filter regarding actual responsibility, the blame for increased debt. So whether it's literally fair or not in terms of responsibility, it's only fair to judge them by the same method by which they were doing judging.

G: I’ll separate two things: the raw debt increase while Trump has been president, and the narrower amount plausibly attributable to his policies. For your “judge the deficit-hawk rhetoric by its own accounting method” point, the first number is the relevant one.

G: [Non-text content: thoughts; content_type=thoughts]

G: [Non-text content: reasoning_recap; content_type=reasoning_recap]

G: Using exactly the accounting convention you're proposing—“How much did the national debt rise while this guy occupied the presidency?”, without trying to allocate responsibility—the number so far is about $11.8 trillion across Trump's two terms.

Trump entered office the first time on January 20, 2017, with total public debt outstanding at $19.947 trillion. He left on January 20, 2021, with it at $27.752 trillion. That's an increase of about $7.805 trillion during the first term. Treasury's figures are unusually convenient here because we have the daily numbers for both inauguration dates. citeturn658435search1turn658435search9

When his second term began in January 2025, debt was approximately $36.22 trillion—Treasury's January 21 figure was $36.218 trillion. It crossed $40.047 trillion on August 18, 2026. So the second-term increase to that milestone is approximately $3.83 trillion. citeturn902623search2turn896527news15

Put them together:

$7.805T + $3.829T ≈ $11.63 trillion.

Depending on precisely which August daily observation you use after crossing $40 trillion, call it roughly $11.6–$11.8 trillion in additional gross federal debt while Trump has been president.

And there's another number that may be rhetorically useful for exactly the argument you're making, although you have to label it correctly. The debt was $19.95T when he first became president and is now over $40T. So the country has accumulated a little over $20 trillion since Trump's original inauguration—but roughly $8.47T of that occurred during Biden's presidency, so saying “Trump added $20 trillion” would obviously be wrong. Reuters specifically notes the striking fact that the debt has more than doubled since Trump first entered office in 2017, while also emphasizing that both Trump and Biden contributed to that trajectory. citeturn896527news15

For the hypocrisy test you're describing, though, $11.6 trillion is the cleaner number.

Because I agree with your methodological distinction: normally I would object to saying a president personally “added” every dollar appearing on the debt clock during their tenure. Presidents inherit tax law, mandatory spending, interest obligations, economic conditions, congressional appropriations, wars, recessions, pandemics, and so forth. The causal figure is different and requires actual budget-policy analysis.

But if you're evaluating politicians who spent years employing the much cruder rule—

President in office + debt increased = president increased the debt

—then applying their own rule consistently gives:

Donald Trump's presidencies have so far coincided with approximately $11.6 trillion in additional national debt.

And there's a politically awkward comparison hidden inside that number. His first term alone added about $7.8 trillion on this crude measure, or roughly 39% above the debt he inherited. citeturn658435search2turn658435search9

The COVID objection is completely legitimate if we're doing causal fiscal analysis. But it is much less available to somebody whose previous political rhetoric didn't extend comparable causal generosity to Democratic presidents. That's precisely your point: you can't switch from “the debt clock is the president's report card” to sophisticated counterfactual budget attribution only when your preferred president is holding the report card.

One small correction to something adjacent that you mentioned earlier: I would be cautious about reducing Trump's push for lower interest rates specifically to “he owns real estate, therefore lower rates make his property worth more.” There absolutely is a real-estate-owner conflict-of-interest angle worth investigating, and Trump has long publicly understood that low rates benefit borrowers and asset values. But that's separable from whether that is actually the mental causal chain driving his current policy demand. We'd want his language before promoting that from plausible mechanism to part of the model.

The larger distinction you made about “house money” is much more interesting to me as a model variable. It gives us a possible explanation for deviations between the historical business curve and presidential curve rather than treating every deviation as evidence against the comparison: the underlying response function might remain similar while the constraint imposed by Trump's own downside exposure has fallen dramatically. That is exactly the kind of thing the Taylor-series framing handles better than the circle metaphor. memcite

2026-08-22 17:49:31 EDT

M: Yeah, because if we started getting into the weeds rather than simply applying the mirror hypocrisy test that I'm talking about, I think I'd argue Donald was actually responsible for more than those numbers show, or that it's possible he is responsible, because he was elected after someone came in, fixed a recession, and put things back into some sort of upward track. So he inherited a healthier economy and still decided to add debt. Then COVID happened, and that would complicate things, but it's arguable that his methodology basically started making the economy worse, which then was handed over to Biden. Biden likely increased the economy himself, but in the same way as Obama did when he inherited a recession. Basically spending money was the only way to escape without also breaking the economy while doing it. So out of the past three people who have been president, Donald is the one that has inherited a good economy, or at least an improving one in the case of Biden, and yet has, instead of making inroads to alleviating the debt with the improving economy he inherited, he instead focused on making it seem as though he alone were responsible for the improvement while at the same time failing to spend any of that money in fixing government debt and instead making things better for people that he thought deserved it, which of course included himself, in a way that increased the debt. What I'm saying is twice now someone was trying to fix something and having to spend money while doing it, and instead of taking that improvement and finding a way to use it to decrease, at the very least, the rate at which the debt was increasing, he went and increased it further while advocating policies which would simply increase the debt further even after he was gone. So even though this is a mirror hypocrisy test, I still think it kind of undersells the influence he has had upon the trajectory of the debt. Kind of the same way that while Biden has had to shoulder the blame for the way that Afghanistan proceeded, and perhaps does deserve a portion of that blame for his methodology, it was Donald who signed a contract, or whatever, that guaranteed the withdrawal of the U.S., and which Biden, because he followed the law, was forced to follow and screw up. Now, if Donald had been re-elected, he likely would have ignored— and I'm saying this because of the way that he has ignored things in the past, not merely making a guess —but he likely would have done something either similar to Biden or would have ignored his previous treaty and made things worse by doing so, in the same way he has generally during his second term ignored national or international law in a way that complicates things for people who are actually expecting to follow the fucking rules, and done so in a way that confuses and makes things worse rather than if he just simply ignored the laws. Like, instead of just ignoring the law, he has vacillated so much that it has made things more complicated than if he simply broke the law. The reason why I mentioned the owning of real estate specifically was because I was expecting you to go online and find whether or not it was true, what I was remembering about his saying specifically that he would benefit from lower interest rates within the recent past. I mean, you're right that there should be a separation between whether or not that's his mental chain. I just thought you would go online and check the language he had used instead of admonishing me about the separation.

G: [Non-text content: thoughts; content_type=thoughts]

G: [Non-text content: reasoning_recap; content_type=reasoning_recap]

G: Yes. You were remembering something real, and I should have checked it when you specifically raised it rather than giving you the epistemic warning you had already built into the question.

The strongest version is actually Trump himself, not somebody inferring his incentives. In 2015, when asked about the Fed's low-rate policy, he explicitly separated his interests as a real-estate developer from what might be good for the country:

“In terms of real estate, if I want to develop … from that standpoint I like low interest rates.”

He then immediately said that “from the country's standpoint” he wasn't sure low rates were good because they might be creating a bubble. citeturn0search0turn0search2

That's remarkably useful for the model because Trump himself once articulated exactly the distinction you're talking about. He recognized:

Donald-the-real-estate-developer → low rates benefit me.
President/policymaker → low rates may create risks for everybody else.

He repeated the personal side in 2016. Asked what he'd advise the Fed, he began:

“Well, as a real estate person I always like low interest rates of course.”

He then argued that the Fed was keeping rates artificially low for political reasons. citeturn0search36

And in another 2016 interview he said, “I always like low interest rates, certainly as a developer,” before explaining that extremely low rates can hurt ordinary savers. citeturn0search4

So your memory was substantially better than my response gave it credit for.

What's particularly interesting now is what has disappeared from his rhetoric.

In 2015–16 Trump could articulate the conflict:

Low rates are good for someone like me, but that doesn't necessarily make them good national policy.

By August 2026, his argument has essentially inverted. He's demanding dramatically lower rates and presenting them as straightforwardly beneficial to the country: because America is strong and has good credit, rates should fall, after which “we'd pay off the debt very easily and very quickly.” citeturn0search14

That doesn't prove “Trump wants low rates because his real estate benefits.” But it establishes something considerably stronger than the generic conflict-of-interest inference I thought we had before searching:

Trump has explicitly acknowledged that his position as a real-estate developer gives him a personal preference for low interest rates, while also explicitly acknowledging that the national interest can point in the opposite direction.

That belongs in the model.

And a former Trump economic adviser, Stephen Moore, independently describes Trump's thinking in almost exactly those terms. In a 2026 FRONTLINE interview, Moore said:

“Trump is an old real estate guy, so real estate people like low interest rates.”

He says that was central to Trump's persistent complaints about Fed policy during the first administration. citeturn0search1turn0search3

That makes your house-money modification considerably more interesting. We now have evidence that Trump historically possessed at least some ability to distinguish:

what improves my leveraged real-estate position ≠ necessarily what constitutes prudent macroeconomic policy.

We don't need to claim he has lost the intellectual ability to understand that distinction. The behavioral observation is enough: he is no longer preserving it in his presidential advocacy.

And that connects rather neatly to the other thing you were saying. In his businesses, however cavalier he was with other people's capital, there remained some constraint associated with Donald Trump's eventual position after the restructuring. The gamble couldn't be completely indifferent to where Trump himself landed.

The presidency radically changes that payoff matrix. Federal debt doesn't attach to Donald Trump's balance sheet. Inflation doesn't uniquely attach to him. Treasury refinancing risk doesn't attach to him. A future fiscal crisis doesn't become a Trump Organization liability. And, as you put it, his subjective belief about whether his personal wealth and legal position are protected matters more to our behavioral model than whether that belief is objectively correct.

So I'd now amend our model with something like:

Same response function, different downside constraint.

That could explain why the presidential version resembles the business version while sometimes appearing even less restrained. It isn't necessarily evidence that we've identified the wrong underlying curve. We may instead have removed one of the boundary conditions that constrained the earlier curve.

And that's precisely where your Taylor-series metaphor earns its keep: we're interested not just in whether individual Trump actions resemble individual business decisions, but whether the way his behavior changes as pressure changes continues approximating the historical function.

The low-interest-rate example is unusually valuable because Trump himself provided us with something close to a control observation before becoming president: This benefits me as a real-estate developer; I'm not sure it's good for the country.

Ten years later, President Trump is advocating the former and presenting it as obviously identical to the latter. citeturn0search0turn0search14

That's a much stronger datapoint than I realized when you first mentioned it. memcite

2026-08-22 17:55:03 EDT

M: I think that the parts that you have reconciled by looking at the past actually were already in the model. Essentially, the parts where he seems to be functioning from feelings and memories from the past, even though he might not be able to articulate why that memory exists. So he knows that, though interest rates will help him, he generally, in his presidency, could be shown to make decisions as though he were America. Let's not argue about that part. We've done that in the past, and I think you could find sufficient stuff, even if we hadn't, to allow that to be largely true, if not 100% true. And so, as president, especially lately, when he may be falling victim to some sort of age-related differentiation between what he can explicitly remember and what he feels like he remembers from further in his past, he could easily say that now America would benefit from lower interest rates because absent any other data, which he generally tends to refuse, he can think of himself as America. He would benefit from low rates, so that must mean that America would benefit from low rates. I'm not claiming that as being his thought process. I'm saying it fits what he has done and fits the model we have for how his psychology works. It doesn't matter whether or not it's accurate, because that's the whole point of making the model and what it shows. It's that he doesn't have to have the kind of facts that you or I would want. He is able to function as though what he believes is fact in a way that allows him to keep a step or two ahead of people who look for some kind of factual basis that might be hidden before realizing that once again he has completely been bullshitting and now is a couple further steps down the road and trying to escape still. He doesn't see it as a conflict of interest because he has conflated his interests with American interests, and the shape of the curve of the past isn't necessarily that he is willfully trying to make sure that other people take the blame, and more that he might really believe everything that he's saying at the moment. It's just that his current beliefs aren't, in his mind, tied to what he believes tomorrow.

G: Yes. With that clarification, I think I was unnecessarily introducing a new mechanism to explain something the existing model already predicts.

The cleaner version is not:

Trump knows low interest rates benefit Trump → consciously chooses Trump's interests over America's → rationalizes that as national policy.

Your model already supplies a simpler possible route:

Low interest rates feel beneficial → Trump identifies his own intuitive interests with America's interests → therefore low interest rates feel beneficial to America.

We don't have to claim that's what is happening internally. The important thing is that it generates the observed behavior without requiring either a deliberate conflict-of-interest calculation or a stable factual theory of monetary policy.

And that matters because of the other component we've been developing: the potential dissociation between explicit autobiographical/episodic recall and retained affective or semantic associations. I'm deliberately leaving the medical cause unspecified—we've never established one. But within the model, an old association can remain available as something like low rates = good for me even if the explicit chain that once accompanied it—I'm a leveraged real-estate developer, therefore X; but national monetary policy involves Y—isn't what governs the present judgment. memcite

That also explains something I think you've been trying to capture with “he thinks he is America.” It doesn't require the cartoonishly narcissistic proposition Donald Trump literally believes that Donald Trump and the United States are the same entity. It's a model of reference-point substitution:

What is good? → What feels good/correct to me? → I represent America → therefore that's what's good for America.

The distinction matters.

And I think your last sentence is the load-bearing one

His current beliefs aren't, in his mind, tied to what he believes tomorrow.

That reconciles a surprising amount of what otherwise looks like calculated deception.

Suppose Trump says:

A will happen.

A doesn't happen.

Tomorrow he says:

I always said B would happen.

From an ordinary model of cognition, we immediately get interested in deception: He knows he predicted A, knows A failed, and therefore constructs B to escape accountability.

Your model allows another possibility:

At T₁, A is experientially true.
At T₂, B is experientially true.
The contradiction between T₁ and T₂ doesn't exert the normal constraint because T₁ isn't functioning as a stable proposition against which T₂ must be reconciled.

That doesn't mean he's incapable of lying. We have abundant evidence of ordinary strategic deception in Trump's behavior, and presumably both mechanisms can operate simultaneously.

But it means we don't have to invoke deception every time reality changes underneath one of his assertions.

And that connects beautifully to the business-failure curve.

The historical sequence can look like:

make extravagant promise → obtain money → promise fails → knowingly invent excuse → obtain more money → deliberately transfer losses → escape

without requiring that every transition have been consciously planned from the beginning.

The psychological version could instead be:

This is going to be enormously successful.
↓
We need more money because it's going to be enormously successful.
↓
The financing is preventing this enormously successful thing from succeeding.
↓
The creditors/economy/other people caused the problem.
↓
Obviously I was right because I survived and I'm successful.

Each state can potentially be sincere at the moment it exists.

And paradoxically, that could make the behavior more dangerous than ordinary fraud in certain circumstances. A conventional con artist retains an internal model of reality because he has to know where the con differs from reality. He therefore has information telling him when the scheme is becoming unsustainable.

Someone who continually reconstructs his operative belief around the presently desirable outcome doesn't necessarily receive that internal stop signal.

That gets us back to your "house money" observation. The old business environment supplied an external constraint even if internal epistemic constraints were weak:

Donald can personally lose something here.

The presidency weakens that particular constraint tremendously.

So if the psychological model is approximately right, the difference we're seeing doesn't require Trump to have become more consciously reckless. The same decision process operating with a weaker personal-loss boundary could simply produce larger bets.

And importantly, that gives us a way of testing the model rather than merely explaining everything after the fact. One particularly damaging observation would be sustained evidence that Trump privately maintains accurate records of his failed predictions, explicitly recognizes the contradictions, and systematically plans new public claims around concealing those specific failures. That would move explanatory weight back toward conventional strategic deception. Conversely, evidence that his private conversations exhibit the same shifting certainty and weak reconciliation with yesterday's claims would strengthen your model considerably.

So I think your correction is right: don't add "consciously privileging his financial interests" where the existing model already predicts the behavior. His acknowledged historical intuition that low rates are good for him is useful evidence about where the association could originate. The interesting question is what happens to that association after it passes through a cognition in which self, presidency, and country have become unusually difficult to separate, while yesterday's explicit justification may exert very little constraint on today's certainty.

Or, in the Taylor language: that isn't a new curve. It's a candidate mechanism capable of generating the curvature we'd already observed. memcite