DiscoverThe Decision Intelligence Lab#4 Harley Davis: Combining LLMs with OR and Business Rules for Mission Critical Applications
#4 Harley Davis: Combining LLMs with OR and Business Rules for Mission Critical Applications

#4 Harley Davis: Combining LLMs with OR and Business Rules for Mission Critical Applications

Update: 2025-05-28
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Description

In this podcast episode, Michael Watson & Vijay Mehrotra interviews Harley Davis, Founder and CEO of Athena Decision Systems. They discuss the rise of generative AI and its integration with business rules, emphasizing the importance of reliable decision-making in mission-critical applications. Harley explains the limitations of LLMs, referring to them as 'stochastic parrots,' and highlights the challenges of scaling these technologies while ensuring privacy and compliance. The conversation also covers the role of RAG in enhancing LLM performance and shares real-world use cases where AI can improve administrative processes.


Chapters

0:00 - Introduction & Preview

1:19 - Meet Harley Davis & Athena Decision Systems

4:30 - Business Rules in Mission-Critical Applications

9:23 - Understanding LLMs and Their Limitations

12:05 - Integrating LLMs with Business Rules

14:12 - Challenges in Scaling LLMs and Privacy Concerns

17:34 - The Role of RAG in Enhancing LLM Performance

20:15 - Deploying LLMs in Real-World Applications

24:24 - Improving Administrative Processes with AI

27:10 - Final Thoughts and Recommendations



Follow the show

Apple: ⁠https://podcasts.apple.com/in/podcast/the-decision-intelligence-lab/id1811085064⁠

Spotify: ⁠https://open.spotify.com/show/0lFoAVKqJHTYSZNpeN61ou?si=0ae973aab0174b3b⁠


Connect with guest

Harley Davis: ⁠https://www.linkedin.com/in/harleydavis/

Athena Decision Systems: https://athenadecisions.com/


Connect with hosts

Prof. Vijay Mehrotra (University of San Francisco): ⁠https://www.linkedin.com/in/vijay-mehrotra-ba9498/⁠

Prof. Michael Watson (Northwestern University): ⁠https://www.linkedin.com/in/michael-watson-07600a1⁠


About the podcast

The Decision Intelligence Lab podcast delivers real-world insights for data professionals, business leaders, and anyone seeking to leverage data & AI for smarter decision-making & successful business outcomes. For business inquiries, email at ⁠decisionintelligencepodcast@gmail.com⁠

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#4 Harley Davis: Combining LLMs with OR and Business Rules for Mission Critical Applications

#4 Harley Davis: Combining LLMs with OR and Business Rules for Mission Critical Applications

The Decision Intelligence Lab