Tokenomics, LLMs, and the Billion-Dollar Codebase

Tokenomics, LLMs, and the  Billion-Dollar Codebase

Step into the mind of Logris, the technologist behind billion-dollar exits and next-gen AI infrastructures.

Inside This Episode

Ken Umansky sits down with Logris Bard, the architect behind billion-dollar AI infrastructures, to dive deep into:

AI Investments & Web 2.0

  • Why Web 2.0 giants are investing heavily in AI.
  • The urgent push for ROI from artificial general intelligence.
  • How this wave mirrors historical infrastructure booms.

The Bias Problem in AI

  • From obvious to insidious: how bias creeps into models.
  • How corporate influence shapes what AI “chooses” to say.
  • The monetization of polarization in social platforms.

Enter: Decentralized AI

  • Can AI be user-governed and bias-transparent?
  • Giving power back to users — over their data, decisions, and digital identity.
  • The concept of "personal AI" — skill automation without corporate control.

AI Meets Blockchain

  • Using smart contracts to crowdfund and govern AI models.
  • GPU rentals, decentralized inference, and monetization via tokens.
  • Rethinking company structures as synthetic collectives of skills.

AI for Professionals — Not Just Big Tech

  • Dentists, educators, and specialists: how AI can serve niche professionals.
  • The hidden complexities of customer acquisition automation.
  • Balancing privacy, funding, and AI training options.

Automation & Inequality

  • How AI amplifies the wealth gap between nations.
  • The Faustian bargain: giving away your rights for “free” services.
  • Will future superpowers own AI while others are left with only raw resources?

A Post-AI Society

  • Societal redesign through AI: utopia or dystopia?
  • Can Universal Basic Income save human purpose?
  • What happens when AI does everything better than us?

Education, Digital Twins & the New Workforce

  • How intelligent agents and digital twins can reshape learning.
  • Proposals for tying UBI to lifelong education.
  • Scaling humanity as a learning resource in an AI-dominated world.

Why This Episode Matters

This isn’t just another conversation about artificial intelligence — it’s a bold confrontation of who controls the future of intelligence itself. Lagris Bard doesn't just theorize; he builds the infrastructures that make decentralized AI possible.

Whether you're a technologist, entrepreneur, educator, or policy maker — this episode will challenge how you think about:

  • Tokenomics
  • Governance models
  • Ethics in AI
  • Education in a post-AI world

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