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AGI.

What is the $700 billion AGI capex race?

The combined 2026 AI infrastructure spending planned by Microsoft, Amazon, Google, Meta and their peers, a sprint with no historical precedent, with China answering through DeepSeek and $50 billion and beyond. That capital buys chips, data centers and energy for a machine the buyers expect to arrive this decade.

20 predictions, 12 FAQs, 10 blogs and 6 Math Man Magazine stories by Igor Beuker · Updated

///Prediction cards

Igor's predictions on AGI

PredictionTrackingAGI CAPEX TIMELINE 2030AGI BEFORE THE DECADE ENDS. THE $700 BILLION CAPEX RACE PROVES IT.PredictionTrackingHUMANITY 2050HUMANITY CHANGES MORE IN 25 YEARS THAN IN THE PREVIOUS 300.PredictionLandedAI NEW NORMAL 2026IGOR BEUKER TOLD MAX VERSTAPPEN: AI IS THE NEW NORMAL BY 2026.PredictionTrackingAI MARKET 2030THE AI MARKET: $2 TRILLION. WHAT IT UNLOCKS: $15 TRILLION.PredictionTrackingOPENAI 2030OPENAI: $150 BILLION, HALF WHAT ALTMAN PROMISED INVESTORS.PredictionTrackingOFFSHORE DATA CENTERS 2030AI DATA CENTERS FLEE TO SEA AND SPACE, BEYOND LAW, TAX, AND REACH.PredictionTrackingAI HALLUCINATION 2030AI hallucinations fall hard by 2030. The next AI war is permission, not accuracy.PredictionTrackingAI TOKEN BAIT 2030120 QUADRILLION TOKENS A MONTH. 1 IN 5 IS BAIT. NOBODY AUDITS.PredictionTrackingAI VS STAFF COST 2030AI VS STAFF COST: AI BEATS THE PAYSLIP IN 50% OF ROLES.PredictionTrackingAI AGENTS BUY B2B 2030AI AGENTS RUN ROUTINE B2B BUYING: $15 TRILLION+ A YEAR.PredictionTrackingSYNTHETIC MEDIA 2030MORE THAN 90% OF SOCIAL MEDIA IS SYNTHETIC OR ARTIFICIALLY AMPLIFIED.PredictionTrackingSAAS WIPEOUT 2030RIP SAAS: $5 TRILLION EXPOSED. AI SELLS TO AI.PredictionTrackingAI VS BIG 5 CONSULTING 2030AI VS BIG 5 CONSULTING: STAFF DOWN, BILLABLE HOURS DOWN.PredictionTrackingLLM ADVERTISING 2035AI TAKES 1 IN 3 SEARCH-AD DOLLARS. GOOGLE KEEPS ITS USERS.PredictionTrackingAI vs AD AGENCIES 2030AI WILL DEMOLISH THE BIG 5 MARKETING AND MEDIA AGENCY NETWORKS.PredictionTrackingAI BACKLASH 2026THE AI AND DATA CENTER BACKLASH TURNS CULTURAL, POLITICAL, AND PHYSICAL.PredictionTrackingAI & WORK 2030AI AND ROBOTS TAKE 30% OF ROUTINE WORK, PARTS OF EVERY JOB.PredictionTrackingAI MEMORY CHIPS 2028KOREA OWNS 90% OF THE $100 BILLION AI MEMORY MARKET.PredictionTrackingTESLA TERAFAB 2028TESLA TERAFAB: REAL VISION, BRUTAL TIMELINE. ADD 2 YEARS TO EVERY MUSK DATE.PredictionTrackingHUMAN DATA ECONOMY 2030HUMAN DATA: THE $1 TRILLION A YEAR AI GOLDMINE HIDING IN PLAIN SIGHT.
///FAQs

Questions about AGI, answered

How should I plan for AGI before 2030?

Plan your business and your life on AGI this decade, not on the hype and not on the denial. The routine layer of every job goes first, the buildout hits energy and chips before it hits you, and the winners own data, distribution and trust. Assume the machine arrives and price your decisions accordingly.

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Are the AGI forecasters moving their dates?

Yes, sooner. Every serious AGI forecaster who updated in early 2026 moved their date earlier, and the prediction markets, Metaculus, Polymarket and Kalshi, all price AGI inside this decade. Even the safety researchers warning of catastrophic risk plan on that horizon.

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What is the $700 billion AGI capex race?

The combined 2026 AI infrastructure spending planned by Microsoft, Amazon, Google, Meta and their peers, a sprint with no historical precedent, with China answering through DeepSeek and $50 billion and beyond. That capital buys chips, data centers and energy for a machine the buyers expect to arrive this decade.

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What is Artificial General Intelligence (AGI)?

AGI is AI that performs most intellectual tasks at or above human level. I call it the most disruptive technology in human history because it hits every industry, profession, and institution at once. Past breakthroughs upgraded single sectors. AGI upgrades cognition itself. It does not just change what we build. It changes who, and what, does the thinking. My forecast: AGI before 2030. Follow the money, not the CEOs: the hyperscalers plan $700 billion of AI spending in 2026 alone. Nobody bets that kind of capital on a maybe. The buildout is the timeline. Since 29 September 2026 the White House and the Big Tech bros call all of this "Super Intelligence" (SI). The name changed. The timeline did not.

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How will AGI transform content and creativity?

AGI gives small teams capabilities that once demanded entire organizations. I predict creation democratizes while competition turns savage as content saturates every channel. When anyone can generate anything, the scarce resources become taste, distribution, and a name people trust. The tool is free. The judgment is not. So own your IP, your fans, and your media: a feed is a rented room, a brand on a shelf is a house. I run the experiment myself, 55,000 misfits owned direct, zero agency. That is where your value, and your brand, will live.

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Will AGI really change society that much?

Yes. AGI does not just raise productivity. It changes who creates knowledge. I predict machines will redesign entire industries as they absorb complex cognitive work. Strategy, research, and decisions stop being exclusively human. The winners rebuild around human-plus-machine intelligence instead of bolting AI onto old structures. Half measures lose. Reinvention wins. This is not a drill.

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Which AGI claims does Igor Beuker call hype?

The "AGI by 2025" crowd whose products still cannot reliably add a column in a spreadsheet. Those timelines pump stock, not science. The real curve is fast, but it is not their marketing curve. I grade the spend, not the keynote. On 29 September 2026, Trump and his Big Tech bros decided to call AI Super Intelligence (SI).

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When does Igor Beuker expect AGI?

Before 2030: machines matching human reasoning across the board. Not because the CEOs say so, because of what they spend. The hyperscalers plan $700 billion of AI capex for 2026 alone, and nobody bets that on a maybe. The buildout is the timeline.

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What happens to truth in the age of AGI?

Authenticity, verification, and reputation become the most valuable assets in media, business, and society. I frame the real battle as trust versus uncertainty, not AI versus humans. When anyone can generate any image, voice, or document, power flows to the people and institutions that can prove what is real. Earned credibility becomes the ultimate moat. In a world drowning in deepfakes and AI slop, the human voice is the 1 thing the machines cannot counterfeit. The cure is ancient: a real human, on the record.

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What is Artificial Superintelligence (ASI)?

ASI is intelligence that surpasses the best human minds in nearly every field. I treat it as a civilization-level event, not a product launch. It could transform science, medicine, economics, and governance while raising control questions humanity has never faced. ASI is the line where the tool out-thinks the toolmaker. Cross it wide awake. Do not confuse ASI with the White House label. Since 29 September 2026 the US government and the Big Tech CEOs call plain AI "Super Intelligence" (SI). A rebrand is not a breakthrough. My forecast: ASI between 2030 and 2040. And my doctrine does not change at the line: the only thing that controls technology is us, the people. I fear people, not technology.

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Is "humanity changes more by 2050" just another Big Tech hype line?

No, it is the opposite. Sam Altman's AGI in 2027, Zuckerberg's metaverse, Musk's robotaxis "next year" every year since 2019: those are share-price defense systems with a keynote attached. I have no stock to pump and no book to sell. My 2050 call is dated, numbered, and sits on a public scoreboard where anyone can grade it.

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What topics does Igor Beuker speak about?

I keynote on AI, AGI, robotics, the space economy, the future of work, marketing and media disruption, Tech for Good, and my Mad Men vs. Math Men vs. Machines framework. Every talk is tailored to your audience and industry. The through-line never changes: where the world is heading next, and what to do about it before your competitors move.

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///Blogs

Blogs on AGI

///Math Man Magazine

AGI in Math Man Magazine