Summary
In this conversation, Abhishek Dubey and Aaksha Meghawat discuss the challenges and opportunities in deploying AI in enterprise settings. Aaksha shares insights from his experience at Moveworks and his transition to founding Kashikoi, focusing on the importance of verification systems in AI. They explore the differences between traditional automation and LLMs, the need for a new approach to verification, and the concept of minimum viable intelligence. The discussion also touches on customer expectations, the future of AI, and the importance of adapting to new technologies.
takeaways
Aaksha transitioned from Moveworks to focus on verification systems in AI.
There is a significant gap in the market for effective verification tools.
LLMs require a different approach compared to traditional software development.
Organizations need to segment their problems to effectively implement AI solutions.
The burden of verification often falls on the seller, but it should be a shared responsibility.
Understanding customer expectations is crucial for AI product success.
Minimum viable intelligence is a key concept in evaluating AI performance.
Verification is essential even in non-mission critical applications.
The AI landscape is rapidly evolving, necessitating continuous adaptation.
Companies must measure the impact of AI failures on customer satisfaction.
Sound Bites
“Everybody wants best of both worlds.”
“We need to start thinking in those terms.”
“I think it should lie with the customer.”
Chapters
00:00Introduction and Background
02:07Transitioning from Moveworks to Kashikoi
04:53Challenges in AI Deployment and Verification
10:05The Role of LLMs in Automation
13:59Verification in Hardware and Software Systems
17:58Defining Minimum Viable Intelligence
20:37The Cost of Perfection in AI
21:32Quality Assurance vs. Real-World Performance
23:49Business Pressures and AI Efficiency
25:55Mission-Critical Software and Verification Needs
27:49The Burden of Verification in AI
29:49Empowering Customers in AI Verification
32:09The Challenge of AI Talent in Enterprises
34:12The Overrated Trend of Replacing Humans with AI
36:40Favorite Christmas Movie and Closing Thoughts
