NovCog AI et al Podcast

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Whether you’re an AI enthusiast, a technology professional, or simply curious about the future of intelligent systems, the Novel Cognition AI Podcast offers valuable insights and engaging conversations. Join us as we unravel the complexities of machine learning, neural networks, natural language processing, and more.Subscribe now to stay at the forefront of the AI revolution and gain a deeper understanding of the technology that’s shaping our world

Episodes

  1. AI Sputnik Moment: How Poetiq's Meta-System Orchestration Crushed ARC-AGI-2

    12/07/2025

    AI Sputnik Moment: How Poetiq's Meta-System Orchestration Crushed ARC-AGI-2

    Stop everything! The AI world is experiencing a structural shift, often hailed as the "Sputnik Moment" for the industry. This episode breaks down how the small team at Poetiq achieved State-of-the-Art (SOTA) performance on the ARC-AGI-2 benchmark, hitting a verified 54% accuracy. This landmark score decisively surpasses the previous SOTA of 45% held by Gemini 3 Deep Think. The breakthrough is profound because it proves that intelligence can be decoupled from model scale. Poetiq did not train a massive new foundation model. Instead, they implemented a Meta-System—an intelligent orchestration layer that uses frontier LLMs (like Gemini, GPT, and Claude) to write and execute code iteratively at runtime. This method validates the Neuro-Symbolic approach and demonstrates the power of explicit verification over implicit guessing. Tune in to discover how Poetiq inverted the economics of AI reasoning, achieving superior results at less than half the cost ($30.57 per problem versus the previous $77.16). This marks the definitive shift from the era of "Training Compute" to "Test-Time Compute". We explore the architecture, the use of code generation as a core capability, and why this breakthrough has put the final nail in the coffin of the "Scale is All You Need" dogma. Primary: Poetiq, ARC-AGI-2, SOTA, AI Orchestration • Secondary: Meta-System, Test-Time Compute, Gemini 3 Deep Think, Neuro-Symbolic AI, Code Generation, LLM Reasoning, Cost Efficiency, Decoupling Intelligence from Scale

    25 min
  • 1 Episode

About

Whether you’re an AI enthusiast, a technology professional, or simply curious about the future of intelligent systems, the Novel Cognition AI Podcast offers valuable insights and engaging conversations. Join us as we unravel the complexities of machine learning, neural networks, natural language processing, and more.Subscribe now to stay at the forefront of the AI revolution and gain a deeper understanding of the technology that’s shaping our world

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