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From Rules to Reasoning Engines // George Mathew // #296

Mar 18, 2025
George Mathew, Managing Director at Insight Partners, is a veteran in venture stage investments in AI and data companies. He discusses the rapid evolution of AI, spotlighting game-changers like ChatGPT and the shift from rule-based systems to AI-driven reasoning engines. George highlights the significance of high-quality data and innovative models like Deep SEQ. He envisions AI fundamentally altering business operations while navigating the balance between creativity and reliability in AI outputs, and shares insights on future integrated AI assistants.
01:05:26

Episode guests

Podcast summary created with Snipd AI

Quick takeaways

  • The focus on generational outcomes encourages companies to pursue long-term transformative innovations that redefine industries and create lasting impacts.
  • Advancements in the modern data stack and large language models enable a shift from rule-based software to AI systems capable of human-like reasoning.

Deep dives

Generational Outcomes in the AI Space

The concept of generational outcomes is crucial in understanding the evolution of companies within the AI and ML industry. Investors now seek companies capable of creating lasting impacts that resonate for decades, moving beyond short-term gains. This perspective requires entrepreneurs to aim for transformative innovations that redefine industries rather than merely improving existing products. By focusing on these long-term objectives, businesses can create value that withstands market fluctuations and technological shifts.

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