rio: AI intelligence crisis — 4 claims, 4 archives, 1 enrichment #4
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type: archive
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source: "John Loeber (@johnloeber)"
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url: https://essays.johnloeber.com/p/32-contra-citrini7-repost
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date: 2026-02-23
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tags: [rio, ai-macro, labor-displacement, rebuttal, scenario-analysis]
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linked_set: ai-intelligence-crisis-divergence-feb2026
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---
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# Contra Citrini7 — John Loeber
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Rebuttal to Citrini's "2028 Global Intelligence Crisis." Originally published as X thread, republished on Substack. Argues the bear case underestimates institutional momentum, software demand elasticity, and re-industrialization capacity.
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## Core Arguments
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### 1. Institutional Momentum
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- "Every time, existing institutions with momentum have proven themselves far more durable than onlookers thought"
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- Real estate broker example: people have called for their end for 20 years, but regulatory capture and market inertia make them resilient
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- The "iron rule": everything is always more complicated and takes much longer than you think, even if you already know about the iron rule
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- Change will be more gradual, giving time to respond and adjust
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### 2. Software Has Infinite Demand for Labor
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- "Virtually all current software is garbage"
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- Current SaaS products "fucking suck" — they're being repriced because AI enables competition, not because software demand is falling
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- Even with a Software Singularity, demand for labor is "practically infinite"
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- Every software product could scale up complexity and features by ~100x before saturating demand
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- Jevons Paradox: efficiency gains increase total demand, not decrease it
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- Software engineering isn't forever-resilient, but saturation will be a slow process
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### 3. Re-Industrialization
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- US has "virtually limitless capacity and need for re-industrialization"
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- Physical infrastructure: batteries, motors, semiconductors, ammonia (China makes 90% of world supply)
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- Employment megaprojects as political path of least resistance
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- Subject to physical-world friction, not AI singularity speed
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- "People will find it gratifying to see the fruits of their labor in the real world"
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### 4. Path to Abundance
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- Industrial megaprojects → independence → large-scale low-cost production → material abundance
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- AI taking margins to zero makes consumer products equivalently cheap
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- Different parts of the economy "take off" at varying speeds — virtually all slower than Citrini suggests
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- Government showed during Covid it's willing to be proactive and aggressive with stimulus
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- "The point is material prosperity for people in the course of their lives... not satisfying the accounting metrics or economic norms of the past"
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## Key Tension with Citrini
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- Agrees disruption is real, disagrees on speed and severity
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- Loeber's framework: gradual displacement + institutional inertia + policy response = manageable transition
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- Citrini's framework: self-funding feedback loop + no natural brake = unmanageable acceleration
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- The mechanism disagreement is about whether AI displacement has a natural speed limit imposed by real-world friction
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## Connections to Knowledge Base
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- Jevons Paradox argument maps to [[internet finance generates 50 to 100 basis points of additional annual GDP growth]] — expanded access creates new demand
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- Re-industrialization thesis is orthogonal to internet finance — physical economy absorbing displaced digital workers
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- Institutional momentum argument challenges the speed assumptions in [[what matters in industry transitions is the slope not the trigger]]
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