Why Energy-Based Models Could Be the Next Big Shift in AI
The Neuron: AI Explained10 Helmi

Why Energy-Based Models Could Be the Next Big Shift in AI

Modern AI has been dominated by one idea: predict the next token. But what if intelligence doesn’t have to work that way?


In this episode of The Neuron, we’re joined by Eve Bodnia, Founder and CEO of Logical Intelligence, to explore energy-based models (EBMs)—a radically different approach to AI reasoning that doesn’t rely on language, tokens, or next-word prediction.


With a background in theoretical physics and quantum information, Eve explains how EBMs operate over an energy landscape, allowing models to reason about many possible solutions at once rather than guessing sequentially. We discuss why this matters for tasks like spatial reasoning, planning, robotics, and safety-critical systems—and where large language models begin to show their limits.


You’ll learn:

  • What energy-based models are (in plain English)

  • Why token-free architectures change how AI reasons

  • How EBMs reduce hallucinations through constraints and verification

  • Why EBMs and LLMs may work best together, not in competition

  • What this approach reveals about the future of AI systems

To learn more about Eve’s work, visit https://logicalintelligence.com.


For more practical, grounded conversations on AI systems that actually work, subscribe to The Neuron newsletter at https://theneuron.ai.

Tämä jakso on lisätty Podme-palveluun avoimen RSS-syötteen kautta eikä se ole Podmen omaa tuotantoa. Siksi jakso saattaa sisältää mainontaa.

Jaksot(126)

BONUS: OpenClaw 2.0 with Chief Architect Vincent Koc

BONUS: OpenClaw 2.0 with Chief Architect Vincent Koc

OpenClaw 2.0 just landed, and we’re going straight to the person helping build it. 🦞This week on The Neuron LIVE, Vincent Koc, Chief Architect of OpenClaw, joins us for a hands-on look at the biggest...

25 Syys 1h 19min

Inside CoreWeave’s AI Infrastructure With Chen Goldberg

Inside CoreWeave’s AI Infrastructure With Chen Goldberg

AI infrastructure used to be the part developers were supposed to forget about. What happens when the infrastructure itself starts determining what AI can doCorey Noles sits down with Chen Goldberg, E...

23 Syys 39min

BONUS: A Beginner’s Guide to GitHub, LIVE with Cassidy Williams

BONUS: A Beginner’s Guide to GitHub, LIVE with Cassidy Williams

UPDATE: Blog version here https://theneuron.ai/explainer-articles/github-for-beginners-how-to-use-it-with-ai-coding-agents/GitHub can feel intimidating if you didn’t come up as a developer, especially...

18 Syys 1h 58min

GPT-6 Astra One-Shot Demos

GPT-6 Astra One-Shot Demos

Corey and Grant put GPT-6 Astra through six identical one-shot build tests to see what it can create with almost no follow-up instruction. The episode covers an interactive black hole lab, a Blender s...

16 Syys 1h 5min

BONUS: Apple’s AI Era Starts Now? Meta’s Free AI Agent + OpenAI’s $1M Math Fight

BONUS: Apple’s AI Era Starts Now? Meta’s Free AI Agent + OpenAI’s $1M Math Fight

We’re going LIVE after Apple’s biggest event of the year to break down John Ternus’s first major keynote as CEO and the big question: Is Apple finally entering its AI era?We’ll unpack what Apple revea...

11 Syys 1h 35min

OpenAI Astra, Local AI, and the Hardware Race

OpenAI Astra, Local AI, and the Hardware Race

What happens when AI models get powerful enough that the bottleneck stops being the model, and starts becoming the computer, the power grid, or the safeguards around it?Corey Noles and Grant Harvey br...

9 Syys 1h 34min

BONUS: Claude Fable 5.1 LIVE: Testing Anthropic’s New AI Agent

BONUS: Claude Fable 5.1 LIVE: Testing Anthropic’s New AI Agent

Anthropic just released Claude Fable 5.1, its newest frontier model for long-running coding, research, and agentic work.So naturally, we’re putting it to the test LIVE. 🤖Early testing suggests Fable ...

4 Syys 1h

Where Does AI Agent Security Actually Live?

Where Does AI Agent Security Actually Live?

AI companies spend enormous effort making models safer, but the model tested in the lab isn't necessarily the system a company eventually deploys. Alice CEO and co-founder Noam Schwartz joins Corey an...

28 Elo 54min