Stop Trusting Black Box AI

Stop Trusting Black Box AI

From Born In Silicon Valley by Match Relevant

March 31, 2026 · 49 min · Episode 223

About this episode

This episode explores the integration of human expertise with AI technology through the insights of Kim Mayyasi, founder of HMX.AI.

AI is not here to replace human expertise; it is here to supercharge it. Discover how merging human thinking with machine logic is solving billion-dollar enterprise problems and eliminating the AI black box forever. In this episode of Born in Silicon Valley, Jake Aaron Villarreal sits down with Kim Mayyasi, the visionary founder and CEO of HMX.AI. With over 30 years of experience surviving six technology startups and two public company turnarounds, Kim shares his unparalleled journey from launching the world's first cellular network in Boston to building the future of cognitive artificial intelligence. We dive deep into the evolution of AI, moving from early rule-based expert systems to modern machine learning. Kim explains how HMX.AI developed C-REX, a Cognitive Reasoning Engine that captures decades of human situational knowledge and pairs it with data-driven pattern recognition. He shares a fascinating real-world case study of how this technology helped a Brazilian state increase tax collections by uncovering sophisticated fraud through auditor experience combined with machine logic. Beyond the technology, this conversation is a masterclass in leadership and startup survival…

People in this episode

Host: Jake Aaron Villarreal

Guest: Kim Mayyasi

Topics covered

  • AI
  • entrepreneurship
  • leadership
  • technology
  • machine learning
  • cognitive reasoning

Keywords

  • AI
  • Cognitive Reasoning Engine
  • machine logic
  • startup survival
  • leadership
  • fraud detection
  • tax collection

Mentioned in this episode

Organizations: HMX.AI

Places: Boston, Brazil

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