Animal Spirits AI
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Master the invisible forces that move markets, machines, organisations, and institutions

Animal Spirits AI is the executive seminar where behavioral economics meets artificial intelligence — equipping you to decode the confidence cycles, narrative cascades, and systemic risks that determine who wins and who is blindsided in an AI-shaped global economy.

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Animal Spirits AI

The algorithm did not replace human psychology — it gave it a faster horse, and understanding that distinction is where serious leadership begins.

Val (Valdas) Samonis

What you'll learn

What you'll be able to do

  • Identify and name the five core Akerlof-Shiller animal spirits—confidence, fairness, bad faith, money illusion, and stories—and trace their real-time effects in AI-era markets and organisations
  • Analyse how algorithmic trading, generative AI narratives, and autonomous systems can amplify or discipline investor confidence, consumer behaviour, and institutional trust
  • Evaluate the systemic risks introduced when AI interacts with collective economic psychology—including AI-driven bubbles, panics, misinformation cascades, and new forms of money illusion
  • Assess who controls the algorithms shaping economic expectations and apply an ethical framework for responsible AI deployment in markets, firms, and public policy
  • Apply a behavioral-institutional lens to strategic decisions—recognising the invisible psychological forces at work in negotiations, capital allocation, organisational culture, and market narratives
  • Develop a personal leadership framework for managing human animal spirits under conditions of AI-driven uncertainty, rapid technological change, and global market volatility

How it works

A school that adapts to you

This isn't a set of static videos. Every lesson is generated live and tuned to where you actually are.

We learn your level

A quick placement check tailors your starting point so you're never bored or lost.

Lessons adapt as you go

Each lesson is written for your pace and your goal, adjusting as your skills grow.

Your AI coach keeps you moving

Checkpoints, feedback, and gentle nudges turn progress into a real result.

The curriculum

What's inside your school

6 modules · 25 lessons

1

The Behavioral Engine of Capitalism

Establishes the intellectual foundation by introducing Akerlof and Shiller's five animal spirits and why they remain the hidden architecture beneath every market and institution.

  • 1.1Beyond Rational Man: Why Economies FeelIncluded
  • 1.2The Five Animal Spirits: A Field Guide for ExecutivesIncluded
  • 1.3Historical Flashpoints: Animal Spirits in ActionIncluded
  • 1.4From Local Boardroom to Global Market: A Cross-Cultural ViewIncluded
2

Confidence and Its Discontents in the AI Era

Examines how investor and consumer confidence forms, collapses, and is now actively shaped—and potentially destabilized—by algorithmic and AI-driven systems.

  • 2.1Confidence as Economic InfrastructureIncluded
  • 2.2Algorithmic Trading: Accelerant of Booms and PanicsIncluded
  • 2.3AI-Driven Forecasting: Discipline or Illusion?Included
  • 2.4Bubbles, Flash Crashes, and the Speed of Machine SentimentIncluded
3

Narrative, Fairness, and Bad Faith in a Generative AI World

Investigates how AI-generated stories and misinformation reshape economic expectations, erode institutional trust, and create new vectors for corruption and bad faith.

  • 3.1Stories That Move Markets: The Economics of NarrativeIncluded
  • 3.2Generative AI as Narrative Engine: Persuasion at ScaleIncluded
  • 3.3Misinformation Cascades: From Rumor to Market RealityIncluded
  • 3.4Fairness, Inequality, and the Algorithmic WorkplaceIncluded
  • 3.5Bad Faith Amplified: Fraud, Manipulation, and AI-Enabled CorruptionIncluded
4

Money Illusion, Speculation, and Systemic Risk

Explores how AI creates novel and more dangerous forms of money illusion, fuels speculative manias, and introduces systemic risks that conventional risk models cannot capture.

  • 4.1Money Illusion Revisited: When Nominal Feels RealIncluded
  • 4.2Crypto, NFTs, and AI-Fueled Speculative ManiasIncluded
  • 4.3Systemic Risk and the Interconnected MachineIncluded
  • 4.4Inequality as Systemic Fragility: Who Wins When AI Amplifies SpiritsIncluded
5

Who Controls the Algorithm? Ethics, Governance, and Accountability

Confronts the power question at the heart of AI-driven economies: who designs, owns, and regulates the systems that increasingly shape collective economic psychology.

  • 5.1The Architecture of Influence: Mapping AI's Control PointsIncluded
  • 5.2Regulatory Frameworks for Behavioral AI: US and Global PerspectivesIncluded
  • 5.3An Ethical Framework for Responsible AI DeploymentIncluded
  • 5.4Servant Leadership in the Age of Intelligent MachinesIncluded
6

Strategic Mastery: Leading When Intelligence Becomes Artificial

Integrates all prior learning into a personal and organizational action framework for executives, investors, and policymakers navigating AI-driven uncertainty and market volatility.

  • 6.1The Behavioral-Institutional Lens: Seeing What Models MissIncluded
  • 6.2Reading the Room at Scale: Detecting Animal Spirits in AI-Era MarketsIncluded
  • 6.3Scenario Planning Under Radical UncertaintyIncluded
  • 6.4Building Your Personal Leadership FrameworkIncluded

Who it's for

Is this you?

C-Suite Executives

Senior leaders who need a strategic framework for navigating AI-amplified market volatility, institutional trust, and high-stakes capital decisions.

Investors & Fund Managers

Investment professionals who want to decode the confidence cycles, narrative manias, and systemic risks that AI is accelerating across asset classes.

EMBA & DBA Students

Advanced graduate students who demand intellectual rigor and want behavioral-economic depth that goes far beyond the standard AI literacy module.

Entrepreneurs & Founders

Builders who want to understand how stories, fairness perceptions, and AI-driven narratives shape market reception, fundraising, and organizational culture.

Policymakers & Regulators

Public officials and governance professionals grappling with how to design accountability frameworks for AI systems that shape economic behavior at scale.

Global Strategy Practitioners

Cross-border strategists and consultants who need a culturally nuanced lens on how animal spirits manifest differently across international markets and institutions.

Questions

Frequently asked

Your teacher

A note from your teacher

Val (Valdas) Samonis

Val (Valdas) Samonis

Let me be direct with you about why I built this seminar — and why I believe it matters for someone at your level.

You have almost certainly sat through briefings on artificial intelligence that left you feeling more uncertain than when you walked in. You have watched market events unfold in ways the models did not predict (eg GFC 2008), and the analysts struggled to explain after the fact! And you have probably sensed, even if you have not had the language for it, that what is actually driving events is not the algorithm itself — it is the human psychology the algorithm has learned to read, mirror, and amplify back at extraordinary speed. That intuition is correct. And it deserves a rigorous theory com praxis framework, not another technology hype cycle.

The intellectual foundation of this seminar comes from the seminal work of Akerlof and Shiller — Nobel-caliber thinking about the five behavioural forces, the animal spirits, that have always driven market economies beneath the surface of rational-actor models. What I have done is bring that framework into direct collision with the reality of an AI-shaped world: algorithmic trading that can accelerate a panic in milliseconds, generative AI systems that can produce persuasive economic narratives at scale, crypto markets that exhibit every form of money illusion simultaneously, and a global regulatory landscape that is still racing to catch up with forces it barely understands. The curriculum covers all of it — not as a survey, but as an integrated, strategic framework.

I am also serious about the ethical dimension, and I want you to know why. The question of who controls the algorithms that shape economic expectations is not a peripheral compliance concern. It is one of the defining governance questions of our era. The module on ethics, accountability, and servant leadership is not a concession to political fashion — it is, I would argue, the practical center of gravity for any leader who wants to build institutions that are resilient across cycles, not just short-term profitable in the current one.

What I promise you is this: by the time you complete this seminar, you will have a language and a lens that most of your peers do not. You will be able to name what is happening beneath the surface of a market narrative, a boardroom dynamic, or a regulatory confrontation — and you will have a personal leadership framework built specifically for the conditions we are all navigating now. That clarity, in my long experience, is the difference between reacting to events and shaping them.

I look forward to working through this material with you. The conversation it opens is one of the most important of our time, and it deserves participants who take it seriously. I believe you are one of them.

Val (Valdas) Samonis

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  • 6 modules, 25 lessons
  • AI-adaptive lessons tuned to your level
  • Quizzes & checkpoints to lock in progress
  • Your own AI learning coach
  • Learn on any device, at your pace
  • Full access for as long as you're subscribed