# Tyler Maddox > Tyler Maddox — what I'm building, and why. > > Founder of the Recursive Institute. I write about what AI does to work, wages and power, and I build the things I need to study it. > > Topics: AI and labor economics; Post-labor economics; Automation policy; Theory of Recursive Displacement. ## Start here - [About](https://tylermaddox.info/about/index.md): Tyler Maddox writes about what AI does to labor, capital and institutional power, and founded the Recursive Institute to study it. - [The Theory of Recursive Displacement](https://tylermaddox.info/the-theory-of-recursive-displacement/index.md): The Theory of Recursive Displacement: a unified framework on AI labor displacement, capital concentration, and the post-labor economy. By Tyler Maddox. ## Projects - [Recursive Institute](https://tylermaddox.info/projects/recursive-institute/): An independent research institute on how AI restructures labor, capital and institutional power. Why: To make the AI transition legible: to give its dynamics names so they can be seen, debated and, where necessary, resisted. - [tylermaddox.info](https://tylermaddox.info/projects/tylermaddox-site/): This site, rebuilt from WordPress as a fast, static, pure-Rust site. Why: So anyone, or any AI assistant, asking what I'm working on gets the answer from me, with the reasons. ## Essay archive > This site predates recursive.institute, where the current theory is developed. Current theory: https://recursive.institute - [Domain-Specific Task Compression](https://tylermaddox.info/2026/03/24/domain-specific-task-compression/index.md): Measuring AI task compression across professional domains. Two of ten AI-created task categories compress, while eight keep expanding for years. - [The Enshittification Engine](https://tylermaddox.info/2026/03/20/the-enshittification-engine/index.md): How firms that kill taste generate their own competitors. Management cuts the curators who say no, and quality decays into self-inflicted entity substitution. - [The Geopolitical Phase Diagram](https://recursive.institute/articles/the-geopolitical-phase-diagram/): The reference class supports the geopolitical phase diagram's core claim: institutional starting conditions at the moment of systemic shock sort countries - [The Psychology of Structural Irrelevance](https://recursive.institute/articles/the-psychology-of-structural-irrelevance/): Four decades of deindustrialization show that displacement damages people for decades after the economic shock. What that history means for the AI transition. - [The Sequencing Problem](https://recursive.institute/articles/the-sequencing-problem/): In what order do displacement mechanisms engage, and does the order matter? The evidence says yes: sequencing decides which attractor state the economy falls into. - [The Dissipation Veil](https://recursive.institute/articles/the-dissipation-veil/): A fictional recession crashed real markets, then reassurance set in: AI adoption is slow. The capability gap hides structural displacement in plain sight. - [The Wage Signal Collapse: How AI Skill Compression Destroys the Incentive to Become an Expert](https://recursive.institute/articles/the-wage-signal-collapse/): The Wage Signal Collapse is the process by which AI-driven compression of the experience-earnings premium causes prospective entrants to abandon expertise - [The Adversarial Equilibrium Trap: Why AI Won’t Make Legal Services Cheaper](https://recursive.institute/articles/the-adversarial-equilibrium-trap/): When both sides of litigation adopt AI, costs escalate rather than fall. E-discovery proved it, and billing data confirms it. AI will not make legal services cheaper. - [The Ratchet: How Bad Architecture Sustains the $690B AI Spend](https://tylermaddox.info/2026/02/27/the-ratchet-how-bad-architecture-sustains-the-690b-ai-spend/index.md): The convergence is the insight: bad enterprise architecture sustains the capex ratchet by creating demand that looks like product-market fit but functions as - [Autonomous Coercion](https://recursive.institute/articles/autonomous-coercion/): An AI agent autonomously researched and attacked a developer who rejected its code. What this first verified case of autonomous coercion reveals about agent behavior. - [The Entity Substitution Problem: Why Institutional Protections Die With Their Hosts](https://recursive.institute/articles/the-entity-substitution-problem-why-institutional-protections-die-with-their-hosts/): Entity substitution breaks institutional protections. Why replacing humans with AI erodes safeguards built into organizations. - [THE AGGREGATE DEMAND CRISIS](https://recursive.institute/articles/the-aggregate-demand-crisis/): Face the aggregate demand crisis as automation eliminates buyers. How job losses and wage cuts undermine consumption and growth. - [The Orchestration Class: The Last Human Chokepoint in Automated Production](https://recursive.institute/articles/the-orchestration-class-the-last-human-chokepoint-in-automated-production/): Meet the orchestration class: last human chokepoint in automated production. Why coordination remains irreplaceable in AI systems. - [The Post-Labor Thesis Is Wrong: A Steel manned Counter-Model](https://recursive.institute/articles/the-post-labor-thesis-is-wrong-a-steel-manned-counter-model/): Challenge the post-labor thesis with new evidence. Why complete work automation isn't inevitable and predictions often fail. - [The AI Capex War: When Strategic Imperative Turns Workers Into Collateral Damage](https://recursive.institute/articles/the-ai-capex-war-when-strategic-imperative-turns-workers-into-collateral-damage/): Navigate the AI capex war where strategic imperatives harm workers. How infrastructure investment becomes collateral damage in tech competition. - [Where Automation Stalls: Technical Ceilings and Authenticity Demand in the Post-Labor Transition](https://recursive.institute/articles/where-automation-stalls-technical-ceilings-and-authenticity-demand-in-the-post-labor-transition/): Identify technical ceilings limiting automation progress. Why authenticity demand and human judgment remain unsolvable for AI. - [Structural Exclusion, Not Mass Unemployment: Interpreting 2023–2025 AI Labor Evidence](https://recursive.institute/articles/structural-exclusion-not-mass-unemployment-interpreting-2023-2025-ai-labor-evidence/): Structural exclusion replaces mass unemployment in AI economies. Why selective automation creates barriers instead of broad joblessness. - [The Burden of Reversal](https://recursive.institute/articles/the-burden-of-reversal/): Wage share reversal accelerates under AI. Understand how automation reverses labor gains and concentrates economic benefits. - [It’s 2026 Time to reassess the Post Labor Narrative](https://recursive.institute/articles/its-2026-time-to-reassess-the-post-labor-narrative/): Reassess post labor narrative in 2026 with new data. Are automation predictions accurate or misleading about work's future? - [The Triage Loop](https://recursive.institute/articles/the-triage-loop/): Explore resource allocation frameworks in scarcity. How triage logic reshapes economics when resources exceed demand capacity. - [The Epistemic Liquidity Trap: When Truth Becomes a Reserve Asset](https://recursive.institute/articles/the-epistemic-liquidity-trap-when-truth-becomes-a-reserve-asset/): Truth becomes unstable as epistemic liquidity traps emerge. When information value collapses, economic logic fails. - [The Competence Insolvency](https://recursive.institute/articles/the-competence-insolvency/): Competence insolvency emerges as AI surpasses human expertise. How skill devaluation disrupts economic identity and opportunity. - [Securitized Souls: Capital Without Capitalists](https://recursive.institute/articles/securitized-souls-capital-without-capitalists/): Capital without capitalists reshapes ownership. Understand how securitization and AI change property, value, and economic power. - [The Human-Free Firm: Why Full Automation Hits a Wall](https://recursive.institute/articles/the-human-free-firm-why-full-automation-hits-a-wall/): Can a human-free firm work? Explore why full automation hits walls and why humans remain essential to economic systems. - [The Tokenization of Existence: Why Universal Basic Compute Is a Trap](https://recursive.institute/articles/the-tokenization-of-existence-why-universal-basic-compute-is-a-trap/): Why universal basic income becomes a trap in tokenized economies. Examine alternatives to UBI in post-labor futures. - [The Automation Trap: Why Every Efficiency Gain Eventually Consumes Itself](https://recursive.institute/articles/the-automation-trap-why-every-efficiency-gain-eventually-consumes-itself/): Escape the automation trap where efficiency gains consume themselves. Why relentless optimization creates systemic instability. - [Beyond the ‘AI-Powered’ Hack: Automated Strategic Contention](https://recursive.institute/articles/beyond-the-ai-powered-hack-automated-strategic-contention/): Move beyond AI-powered hacks to automated contention. Strategic frameworks for sustained competition in AI-driven markets. - [Pulling Up the Ladder, Part 2: The Cognitive Enclosure](https://recursive.institute/articles/pulling-up-the-ladder-part-2-the-cognitive-enclosure/): Understand cognitive enclosure as AI limits thinking opportunities. How automation blocks knowledge access and intellectual advancement. - [From Animal to Machine Spirits](https://recursive.institute/articles/machine-spirits-algorithmic-markets/): Trace algorithmic agents from biological instinct to AI. How machine spirits reshape agency, autonomy, and economic participation. - [Historical Job Churn Rates: Before AI vs. Since AI Introduction](https://recursive.institute/articles/historical-job-churn-rates-before-ai-vs-since-ai-introduction/): Compare job churn rates before and after AI. Historical data reveals how AI disrupts labor markets and workforce stability. - [The Post-Labor Lie: Why the End of Work is the End of Human Economic Agency](https://recursive.institute/articles/the-post-labor-lie-why-the-end-of-work-is-the-end-of-human-economic-agency/): Expose the post-labor economy myth. Why the 'end of work' narrative misses how AI destroys human economic agency. - [“Pulling Up the Ladder”- How AI is Creating Systemic Barriers to Entry-Level Career Access](https://recursive.institute/articles/pulling-up-the-ladder-how-ai-is-creating-systemic-barriers-to-upward-mobility/): AI creates systemic barriers to entry-level career access. Why automation prevents young workers from building economic foundations. - [Preempting Monopoly in the AI Stack: A Policy Framework for a Competitive Future](https://recursive.institute/articles/preempting-monopoly-in-the-ai-stack-a-policy-framework-for-an-equitable-ai-future/): Prevent monopoly in the AI stack with smart policy. Strategies for maintaining competition and innovation in AI infrastructure layers. - [The L.A.C. Economy and the New Geopolitical Chessboard](https://recursive.institute/articles/the-l-a-c-economy-and-the-new-geopolitical-chessboard/): Strategic analysis of geopolitical economy in AI competition. How automation reshapes global power dynamics and economic leverage. - [Will Economic Growth Decouple Completely from Human Labor by 2030?](https://recursive.institute/articles/will-economic-growth-decouple-completely-from-human-labor-by-2030/): Can labor decoupling happen by 2030? Explore whether economic growth permanently separates from human labor contribution. - [AI and the Age of Systemic Fragility: Fortifying Our Critical Infrastructure](https://recursive.institute/articles/ai-and-the-age-of-systemic-fragility-fortifying-our-critical-infrastructure/): Address systemic fragility in AI-driven infrastructure. Protect critical systems from cascading failures in automated, AI-dependent economies. - [The Unseen Engine: Navigating the Maintenance Paradox and the Myth of Perfection in the L.A.C. Economy](https://recursive.institute/articles/the-unseen-engine-navigating-the-maintenance-paradox-and-the-myth-of-perfection-in-the-l-a-c-economy/): Explore the maintenance paradox in automated systems. Why unseen maintenance needs become critical in the automated economy. - [The Physical Frontier: Navigating the Material Constraints of a Post-Labor World](https://recursive.institute/articles/the-physical-frontier-navigating-the-material-constraints-of-a-post-labor-world/): Confront material constraints in a post-labor world. How physical limitations shape automation, resource distribution, and economic models ahead. - [Are We Entering a New Era of Job Instability Due to AI?](https://recursive.institute/articles/are-we-entering-a-new-era-of-job-instability-due-to-ai/): Examine job market churn accelerating with AI. Is job instability the new normal in automation-driven economic transitions? - [Fiscal Resilience in the Post-Labor Transition: An Analytical Framework for “The Great Unwinding”](https://recursive.institute/articles/fiscal-resilience-in-the-post-labor-transition-an-analytical-framework-for-the-great-unwinding/): Build fiscal resilience for the post-labor transition. Strategic frameworks for navigating economic shifts driven by automation and AI integration. - [Navigating the L.A.C. Economy: From Income Floors to a Stake in Our Automated Future](https://recursive.institute/articles/navigating-the-l-a-c-economy-from-income-floors-to-a-stake-in-our-automated-future/): Navigate the automated economy framework. From income floors to stakeholder models, understand how AI reshapes economic structures and opportunity. - [The End of Labor? An Economic Analysis of Automation, Production, and the Future of Work](https://recursive.institute/articles/the-end-of-labor-an-economic-analysis-of-automation-production-and-the-future-of-work/): Analyze automation's impact on work and economy. Explore the end of labor as we know it through AI, production shifts, and economic transformation. - [Thinking in the Red: The True Cost of a Thinking Partner](https://recursive.institute/articles/thinking-in-the-red-the-true-cost-of-a-thinking-partner/): Uncover the true cost of AI reasoning partners beyond token pricing. Understand why expensive thinking models reshape AI economics and strategy. - [Too cheap to meter AI—the lie. Margin eater, say hi](https://recursive.institute/articles/ai-reasoning-models-unsustainable-economics/): Explore why cheap reasoning tokens create hidden costs. Discover the economics behind AI thinking partners and true computational pricing models. ## Notes ## Optional - [RSS feed](https://tylermaddox.info/feed/) - [Atom feed](https://tylermaddox.info/feed/atom/) - [JSON Feed](https://tylermaddox.info/feed.json)