From Rules to Reasoning Engines // MLOps Podcast #297 with George Mathew, Managing Director at Insight Partners.

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// Abstract

George Mathew (Insight Partners) joins Demetrios to break down how AI and ML have evolved over the past few years and where they’re headed. He reflects on the major shifts since his last chat with Demetrios, especially how models like ChatGPT have changed the game.

George dives into "generational outcomes"—building companies with lasting impact—and the move from rule-based software to AI-driven reasoning engines. He sees AI becoming a core part of all software, fundamentally changing business operations.

The chat covers the rise of agent-based systems, the importance of high-quality data, and recent breakthroughs like Deep SEQ, which push AI reasoning further. They also explore AI’s future—its role in software, enterprise adoption, and everyday life.

// Bio

George Mathew is a Managing Director at Insight Partners focused on venture stage investments in AI, ML, Analytics, and Data companies as they are establishing product/market fit.

He brings 20+ years of experience developing high-growth technology startups, including most recently being CEO of Kespry. Prior to Kespry, George was President & COO of Alteryx, where he scaled the company through its IPO (AYX). Previously, he held senior leadership positions at SAP and Salesforce.com. He has driven company strategy, led product management and development, and built sales and marketing teams.

George holds a Bachelor of Science in Neurobiology from Cornell University and a Master's in Business Administration from Duke University, where he was a Fuqua Scholar.

// Related Links

Website: https://www.insightpartners.com/

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Timestamps:

[00:00] George's preferred coffee

[00:17] Takeaways

[00:58] AI and Evolution

[04:41] Beyond Chat AI

[09:52] Mechanistic vs Humane AI

[14:27] Legacy Systems vs Agents

[20:43] Human Patience and AI Reasoning

[22:36] Creative Hallucination Pipeline

[26:28] DeepSeek Impact on Providers

[31:33] Model Investment Uncertainty

[33:12] Mistral IPO Surprise

[43:37] Language-based Software Interaction

[47:41] Spark and Databricks Collaboration

[52:08] Generational AI Companies

[58:13] AI as a Companion

[1:04:56] Wrap up