A set of AI agents collected everything about Donald Trump and made a few interesting predictions

Last week when y’all were celebrating freedom and getting a tan, I was sitting there, all pale and sickly, in my damp and moisty basement, programming a bunch of AI agents to research an interesting phenomenon:

Donald J. Trump – a.k.a. El Presidente Naranja, the Bronze Barbarian, Caps Lock Commander-in-Chief, Mango Musselini, and the Cheeto Caesar – of the ‘free world’.

[Now let’s see if my profile pops up on the Palantir’s Gotham platform**, for promoting insurgency].

Title slide for a presentation on Trump's Second Presidency featuring a photo of Donald Trump, with a navy blue background and white text.

I told them* to go deep on the (dark-)web, and look into every nook and cranny, every dark alleyway and to even go look for the Epstein list we are all very curious about.

And how surprised I was by the sheer amount of information they brought back after a full day of research, completely depleting my energy and my wallet, after which I spent days looking into the psychological mess that is Donald Trump’s brain, and I must tell you – the results are terrifying.

So, after analyzing every statement, policy position, and narcissistic outburst from his campaign and current presidency, I asked another – smarter – AI to mapped out exactly if, and how this man will systematically dismantle American democracy over the next 14 months.

And before you start whining about “bias” or “hyperbole”, let me be crystal bloody clear to y’all – I am not a fan of woke, and certainly not voting left, and if I were an American I would’ve probably also voted for Trump, just to get something changed, but I’ve seen how things have taken a turn for the worse. So, not to be prejudiced, this analysis is based on hard data, pattern analysis and psychological assessments from over 200 mental health professionals who apparently had nothing better to do, and consistent behavioral patterns matching even Swiss made clocks.

And based on that analysis, I built an interactive timeline (https://19hninc8we0d.manus.space) that walks you through each month of America’s descent into authoritarian hell, complete with probability assessments and detailed predictions.

A promotional graphic for a report titled 'Trump's Second Presidency: A 13-Month Forecast' with a blurred image of Donald Trump in the background.

I will not give you the short version, because I want you to read every painstaking sentence, one line after the other, to get it through your thick skull that we are screwed beyond screwing. And that goes for all-o-ya my oh-so-smart-assed-friends-o-mine!

Welcome to the first post of TechTonic Shifts’s Big Data week!

* Basically the only entities that respond to my commands.

** Read: TechTonic ShiftsAmerica’s privacy gets Trumped by Palantir’s data monster and the Department Of Unrestricted Citizen Harvesting Endeavors


How we proved America is on a slippery slope

I conducted the analysis using an AI agent system based on CrewAI. Now that’s a framework I’ve been developing before deep research came into being, and it makes your average AI look like a kid with a crayon. Since Donald Trump is in the news much, I expected we could drag in a lot of material, so I deployed 12 specialized AI agents in parallel – like digital bloodhounds – and they were hunting for every batshit crazy thing Trump has said or done since announcing his candidacy for his last term in Office. The “wide research” phase involved these agents simultaneously scraping through thousands of news articles, speeches, social media posts, and policy documents and doing some fact checking to weed out the “fake news”. Then came the “deep research” phase, where I sent the AI pit bulls to dig into specific policy areas like mass deportation plans and economic tariff disasters, because someone needs to do the homework that actual journalists are too lazy (or scared) to do.

A flowchart illustrating the data processing pipeline for behavioral predictions using AI agents, with sections for data ingestion, preprocessing, validation, modeling, and output.

The data collection process was more thorough than a TSA cavity search, and the Oompa Loompas analyzed over 40 Gb of data, over 9.000 individual documents were processed, with 12 Gb of speech and statement data (over 2.8k speeches and 4.1k SoMe posts), 89 Executive orders, 47 historical cases of democratic backsliding, and 15.6 Gb of economic and statistical data. 2,000 documented statements, 47 historical cases of democratic backsliding, and 200+ psychological assessments used for cross-referencing Trump’s behavioral patterns with established psychological frameworks. I friendly asked the AIs to not just cherry-pick quotes like your typical hit piece – but to employ systematic sampling across multiple time periods and contexts to make darn sure that we captured the full spectrum of Trump’s wet dreams of becoming the imperator, pontifex maximus and the pater patriae all-in-one-β-carotene-person.

Infographic detailing a comprehensive data collection overview for a Trump analysis dataset, highlighting categories such as speech and statement data, policy documentation, behavioral analysis data, and economic & statistical data, along with total data volume and AI agents deployed.

The calculation methodology combined historical precedent analysis (because dictators are surprisingly predictable), with psychological consistency modeling (narcissists gonna narcissist), and a vulnerability assessment of the American institutions. Each probability was calculated using a master formula that weighs psychological factors, historical patterns, institutional weaknesses, timeline escalation, and external resistance. The AI of course did all the calculating, cuz I’m a lazy b’ard (I call myself an ‘Augment’).

An infographic displaying a probability calculation formula related to authoritarianism, including factors such as psychological pathology, historical behavior patterns, institutional vulnerability, timeline escalation, and external resistance. Calculated probabilities for constitutional crisis, economic recession, mass civil unrest, and international isolation are shown, along with model validation data.

So, basically, I turned Trump’s mental state of mind into mathematics.

The model achieved an 84.7% variance explanation rate and 89.2% cross-validation accuracy, which in statistics 101 terms means that the predictions the AI made are far more reliable than Trump’s own promises to drain the swamp. And to top it all up, I validated everything against 47 historical cases of democratic collapse because, surprise surprise, wannabe dictators like to follow the same playbook every fucking time.

And the result, people, is a (near) mathematical proof that America is about to get royally screwed, all delivered with the kind of statistical rigor that would have my old college professors go full hand-wavy like revival preachers, if they weren’t already sprinting for the Canadian border.


More rants after the messages:

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The man’s psychological profile

I’m opening with the elephant in the room, and I mean the clinical one, not the orange influencer who is yelling into his phone. When the AI took a look at the data, and when asked to conduct a psychometric assessment based on DSM-V, it came up with a 100% match with a Narcissistic Personality Disorder, and it’s hooking up with Antisocial Personality Disorder. Most of the professionals labeled it as “malignant narcissism”.

So far, nothing we didn’t know already.

Slide depicting a psychological assessment of Narcissistic Personality Disorder and Antisocial Personality Disorder, highlighting criteria and professional consensus about a public figure.

The DSM-5 criteria for Narcissistic Personality Disorder requires meeting 5 out of 9 criteria. And Trump is checking the boxes for all 9 criteria, with a perfect score.

☑Grandiose sense of self-importance. Check.

☑Fantasies of unlimited power. Uh-huh.

Believes he’s “special” and unique. A big yes with a cherry on top.

☑ Lack of Empathy. Um, yup.

☑ Often envious of others.

☑ Arrogant and haughty behavior. Triple check.

But he also meets every criterion for Antisocial Personality Disorder like disregard for social norms, deceitfulness (just ask Denmark about Greenland), impulsivity – yes I think the man could benefit from a bottle of Ritalin a day, Irritability and aggressiveness – hahaha. Need I explain this any further?

When you read the report the AI made, if really feels like someone took a psychology book and decided to create the perfect personality disorder because over 200 mental health professionals have gone on record diagnosing Trump with malignant narcissism.

That’s not a political opinion if you ask me.

That’s a professional consensus based on observable behavior patterns. These people are licensed psychiatrists and psychologists who have spent their careers studying exactly this type of pathology. You may call them woke if you feel offended by it, but I think – no matter if you are pro-, or anti-Trump, you kinda intuitively know the answer yourself.


Five behavioral patterns that will ruin America

Through extensive analysis of Trump’s actions during his previous presidency and current term, It identified five core behavioral patterns that will drive his decision-making over the next 14 months. These predictions are mathematical certainties based on decades of consistent behavior.

Infographic detailing five core behavioral patterns associated with Trump's decision-making: 1. Escalation instead of moderation, 2. Crisis creation, 3. Institutional destruction, 4. Loyalty-based governance, 5. Psychological compensation. Features a caution tape overlay on the U.S. Capitol.

Now, let me explain them one by one:

Pattern 1: Escalation rather than moderation

Trump doesn’t dial things back when he is faced with resistance, we have all seen that, he doubles down like he’s an addicted gambler in Vegas. Every single time he is faced with opposition, his response has been to escalate. When the court challenged his immigration policies, he used the military. Just days ago, he issued an executive order to expand the National Guard’s domestic role, and created a 600‑member quick‑reaction force in Alabama and Arizona, and he hinted at deploying troops to Chicago despite the fact that violent crime rates were diminishing. And when the suits tell him about his tariffs wrecking the economy, he just slaps on even more tariffs. This pattern is so freaking reliable it deserves its own entry in Newton’s friggin’ laws.

Pattern 2: Crisis creation and exploitation

The man is a toddler with finger paints. He’s in office, but he doesn’t solve any problems, he just manufactures crises and then positions himself as the only solution. Trump declared a “crime emergency” in Washington, D.C., and next seized control of the D.C. police force and touted it as his “tough-on-crime” victory, and he used manufactured fear to legitimize federal overreach. Where have we seen this kind of behavior in early history? Oh yeah, Berlin, 92 years ago and a burning Reichtstag.

It’s a classic. . . manufacture drama, then sell yourself as the savior.

Pattern 3: Institutional destruction

Trump views democratic institutions the way a termite views a wooden house – as obstacles to be systematically destroyed. Inspector generals, civil service protections, judicial independence, press freedom – you know – everything gets fed into the wood chipper of his office. Trump either fired or sidelined inspectors general in multiple agencies, gutting internal oversight. He also fired the DIA director, Jeffrey Kruse, after a bomb‑damage assessment on Iran contradicted Trump’s narrative of “complete obliteration.” That’s loyalty policing intelligence. He’s systematically breaking institutions that don’t worship him. Where have we seen this before? Lemme think. . . ah yeah, the banning of the trade-unions and the Enabling Act that sacked the parliament.

Pattern 4: Loyalty-based governance

Competence is irrelevant in Trump’s world. The only qualification that matters is personal loyalty to him. This creates a government that is staffed entirely by sycophants, grifters, and true believers – the people who will help him dismantle democracy without asking questions. Did you know that Trump’s team now screens government job applicants for MAGA loyalty? Yeah, he is demanding proof of ideological fealty, social media alignment AND campaign contributions. Where have we seen that kind of behavior before? Yes indeed, I am referring to the inner circle around the Austrian painter.

Pattern 5: Psychological compensation cycles

The true insidious part is that Trump’s psychological needs create predictable cycles of behavior. When his ego gets bruised (which happens constantly), he lashes out with increasingly extreme actions. This is a true feedback loop of narcissistic rage play which is playing out on a national scale. It’s subtle but clear that every time someone, like media, intel, courts, hits back, Trump ups the theatricality like deploying troops after scrutiny, declaring emergencies when the narrative slides (hi Epstein), and creating police crises to assert control. It’s a feedback loop of ego-soothing vengeance, direct from the factory where they build tantrums.


The 13-month timeline to authoritarian hell

I’ve asked three AI’s – left, right and foreign* – to map out exactly how these patterns will play out over the next 13 months, from September 2025 through October 2026.

The interactive timeline on the website (https://19hninc8we0d.manus.space) shows all 42 critical events it has predicted, with severity levels that climb from 65% in month one to 99% by the final month.

A graph illustrating the unemployment rate and major recessions in the United States from 1948 to the projected timeline, highlighting key months for political changes and institutional challenges.

Months 1-4: Institutional capture begins (September – December 2025)

The opening moves are already in motion. Trump will complete the systematic elimination of inspector generals across all federal agencies – these are the internal watchdogs who provide oversight and accountability. Without them, there’s no one left to blow the whistle when things go wrong.

Next comes the civil service purge. Trump will implement Schedule F-style reclassification** to strip job protections from career federal employees. This is about replacing competent professionals with loyal apparatchiks. The Federal Reserve gets the treatment too, because Trump will publicly challenge Fed independence and threaten to replace Powell before his term expires. Markets will start pricing in political interference, and economic uncertainty will begin building like pressure in a volcano.

Image illustrating medium probability predictions regarding international military conflict, mass civil unrest, democratic norm breakdown, and international isolation.

Months 5-8: Constitutional crisis emerges (January – April 2026)

Trump will openly defy federal court injunctions, particularly around immigration enforcement, and when judges try to stop his mass deportation operations, he will simply ignore them. State governments of course will try to push back, with blue states mobilizing National Guard units to protect state facilities from federal raids. I am talking about armed standoffs between state and federal forces, the kind of shit that usually happens in failed states, not functioning democracies***.

The economic indicators will be screaming by this point.

GDP growth will turn negative, unemployment will spike in affected sectors (and the blame is on AI), and the US is officially entering recession territory. But Trump will blame it all on “deep state sabotage” and use the economic chaos to justify even more extreme measures.

Months 9-14: Democracy dies in darkness (May – October 2026)

The final phase is where American democracy dies. Trump will launch a systematic voter suppression campaign ahead of the 2026 midterms. He will purge voter rolls and closing polling places in opposition areas. Democratic governors and mayors will start getting arrested on fabricated federal charges.

The Supreme Court gets packed with Trump loyalists after he expands it to 15 justices. Judicial independence becomes a historical footnote. Mass detention operations begin, with political prisoners held without trial at expanded facilities.

By October 2026, we will have sham midterm elections with predetermined outcomes. Opposition candidates will be imprisoned or banned from running. The information landscape will be completely controlled and independent media will be eliminated and state propaganda as the only source of “news” (1933 reenactment)

The final month – October 2026 – will be total authoritarian consolidation. American democracy will be officially dead, and being replaced by a personalist dictatorship that will make Putin’s Russia look like a model of transparency.

The complete timeline:

A timeline visualizing significant events from September 2025 to October 2026 related to authoritarian control, highlighting critical events and the escalation of crisis severity over time.

* LeftGPT = Claude; RightGPT = Grok; ForeignGPT = DeepSeek*

** Schedule F is Trump’s plan to reclassify career civil servants so he can fire neutral experts and replace them with loyal MAGA foot soldiers.

*** This is straight out of late-stage Rome when emperors like Julius Caesar and Septimius Severus blew off the Senate’s decrees and marched legions against rival governors. That turned Rome’s “republic” into a shooting gallery of civil wars


The probability assessments – why these predictions are mathematical certainties

I (and AI) didn’t pull these predictions out of my ass. Each event has been assigned probability assessments based on historical patterns, Trump’s psychological profile, and an analysis of his current trajectory.

The results are sobering as hell.

Infographic detailing high probability predictions regarding constitutional crisis, economic recession, immigration enforcement escalation, and dismantling of democratic institutions, with associated percentages.

Constitutional crisis: 85% probability. This isn’t speculation – it is based on Trump’s documented pattern of defying legal constraints when they conflict with his objectives.

Economic recession: 75% probability. The combination of trade wars, mass deportations, and institutional chaos creates perfect conditions for economic collapse.

Mass civil unrest: 70% probability. When you systematically attack democratic norms and also tank the economy, social upheaval is inevitable.

International isolation: 80% probability. Allied nations are already expressing “deep concern” about democratic backsliding. Complete diplomatic isolation is the logical endpoint.

The average severity across all 14 months is 87%, with peak crisis levels reaching 99%. The AI did not make worst-case scenarios – It calculated the most likely outcomes based on current trends and behavioral patterns.

Infographic illustrating the mathematical framework for predicting the probability of democratic collapse, featuring key factors, probabilities, and a model validation summary.

The economic catastrophe – tariffs destroy prosperity

Trump’s economic policies are economically illiterate to a degree that defies rational explanation. The 60% tariffs on Chinese goods and 20% universal tariffs will trigger immediate price increases on consumer goods. This is a regressive tax that hits working families hardest while accomplishing exactly nothing in terms of trade balance.

The mass deportation operations could create massive labor shortages in agriculture, construction, and service industries. Food prices will spike further, and construction projects will stall, and entire economic sectors will collapse. The Penn Wharton Budget Model projects a 6% GDP reduction from these policies alone.

But Trump being Trump, will use the economic chaos that he creates to justify even more extreme measures. Economic emergency powers, wage and price controls, nationalization of key industries – all justified by the crisis his own policies created.


Psychological warfare

One of the most terrifying aspects of Trump’s authoritarian playbook is the systematic destruction of shared reality. By the final months of the timeline, independent media will be completely eliminated through FCC license revocations and journalist arrests.

Social media platforms will be captured or banned, replaced by state-controlled alternatives (like Facebook). The information landscape will be so thoroughly polluted that distinguishing truth from propaganda becomes impossible for average citizens.

This is a deliberate strategy to create epistemic chaos.

When people can’t agree on basic facts, democratic deliberation becomes impossible. You can’t vote your way out of authoritarianism when half the population lives in an alternate reality constructed by this regime.


Why this analysis matters

I know this all sounds like dystopian fiction, but every single prediction that the AI made is based on documented behavioral patterns and current trajectory analysis. The interactive timeline (https://19hninc8we0d.manus.space) walks through each month in detail, showing exactly how we get from here to full authoritarianism.

A presentation slide with key findings on authoritarian governance, economic destruction, and democratic institutions, featuring a character questioning if there's a constitutional crisis.

You guys know I am not an American, though I grew up loving the country with all my heart, so this piece isn’t about partisan politics, but instead it is about the survival of American democracy and, by extension, the rest of the Western democracies. The psychological profiles, behavioral patterns, and probability assessments all point to the same conclusion, that we are watching the systematic dismantling of democratic institutions in real time.

American democracy is facing an existential threat from a psychologically damaged individual with authoritarian instincts and the power to act on them.


The point of no return

When I read the results from the probability analysis, the most chilling aspect of it is how quickly things will accelerate once the process begins. Democratic institutions have built-in safeguards and checks and balances, but they’re designed to constrain normal political actors operating within democratic norms.

And Trump isn’t a normal political actor.

He is a malignant narcissist with authoritarian instincts who views democratic constraints as personal attacks. The safeguards that protect democracy from normal politicians are useless against someone willing to systematically destroy them.

By month 8 of the timeline, we will have passed the point of no return. The damage to democratic institutions will be so extensive that restoration becomes impossible through normal political processes.

We will be living in a post-democratic America (and Europe), and most people won’t even realize it happened until it’s too late.

The 14-month timeline shows exactly how we get from institutional capture to full authoritarianism. The 42 critical events, probability assessments, and severity ratings all point to the conclusion that we’re fucked, and we’re fucked in very specific, predictable ways.

The interactive website (https://19hninc8we0d.manus.space) provides the complete analysis, including the psychological assessment, behavioral patterns, and month-by-month breakdown of America’s descent into authoritarianism. The presentation slides are a condensed version for those who prefer their existential dread in PowerPoint format.

This analysis wasn’t meant as hyperbole. I have asked the AI to perform a clinical analysis of an individual who has the power to destroy the world’s oldest democracy. The patterns are clear, the trajectory is set, and the outcome is more or less predictable. The only question left is whether anyone will listen before it’s too late. Based on historical precedent and current political dynamics, I’m not very optimistic if we just sit back and relax.

Welcome to the end of the American experiment.

It’s been a hell of a ride.

Signing off, and enjoy the rest of your Monday, you guys!

Marco


I build AI by day and warn about it by night. I call it job security. Big Tech keeps inflating its promises, and I just bring the pins.


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