An Agentic Mixture of Experts for DevOps with Sunil Mallya - #708

An Agentic Mixture of Experts for DevOps with Sunil Mallya - #708

Today we're joined by Sunil Mallya, CTO and co-founder of Flip AI. We discuss Flip’s incident debugging system for DevOps, which was built using a custom mixture of experts (MoE) large language model (LLM) trained on a novel "CoMELT" observability dataset which combines traditional MELT data—metrics, events, logs, and traces—with code to efficiently identify root failure causes in complex software systems. We discuss the challenges of integrating time-series data with LLMs and their multi-decoder architecture designed for this purpose. Sunil describes their system's agent-based design, focusing on clear roles and boundaries to ensure reliability. We examine their "chaos gym," a reinforcement learning environment used for testing and improving the system's robustness. Finally, we discuss the practical considerations of deploying such a system at scale in diverse environments and much more. The complete show notes for this episode can be found at https://twimlai.com/go/708.

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Cross-Device AI Acceleration, Compilation & Execution with Jeff Gehlhaar - #500

Cross-Device AI Acceleration, Compilation & Execution with Jeff Gehlhaar - #500

Today we’re joined by a friend of the show Jeff Gehlhaar, VP of technology and the head of AI software platforms at Qualcomm.  In our conversation with Jeff, we cover a ton of ground, starting with a ...

12 Heinä 202141min

The Future of Human-Machine Interaction with Dan Bohus and Siddhartha Sen - #499

The Future of Human-Machine Interaction with Dan Bohus and Siddhartha Sen - #499

Today we continue our AI in Innovation series joined by Dan Bohus, senior principal researcher at Microsoft Research, and Siddhartha Sen, a principal researcher at Microsoft Research.  In this convers...

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Vector Quantization for NN Compression with Julieta Martinez - #498

Vector Quantization for NN Compression with Julieta Martinez - #498

Today we’re joined by Julieta Martinez, a senior research scientist at recently announced startup Waabi.  Julieta was a keynote speaker at the recent LatinX in AI workshop at CVPR, and our conversatio...

5 Heinä 202141min

Deep Unsupervised Learning for Climate Informatics with Claire Monteleoni - #497

Deep Unsupervised Learning for Climate Informatics with Claire Monteleoni - #497

Today we continue our CVPR 2021 coverage joined by Claire Monteleoni, an associate professor at the University of Colorado Boulder.  We cover quite a bit of ground in our conversation with Claire, inc...

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Skip-Convolutions for Efficient Video Processing with Amir Habibian - #496

Skip-Convolutions for Efficient Video Processing with Amir Habibian - #496

Today we kick off our CVPR coverage joined by Amir Habibian, a senior staff engineer manager at Qualcomm Technologies.  In our conversation with Amir, whose research primarily focuses on video percept...

28 Kesä 202147min

Advancing NLP with Project Debater w/ Noam Slonim - #495

Advancing NLP with Project Debater w/ Noam Slonim - #495

Today we’re joined by Noam Slonim, the principal investigator of Project Debater at IBM Research.  In our conversation with Noam, we explore the history of Project Debater, the first AI system that ca...

24 Kesä 202151min

Bringing AI Up to Speed with Autonomous Racing w/ Madhur Behl - #494

Bringing AI Up to Speed with Autonomous Racing w/ Madhur Behl - #494

Today we’re joined by Madhur Behl, an Assistant Professor in the department of computer science at the University of Virginia.  In our conversation with Madhur, we explore the super interesting work h...

21 Kesä 202151min

AI and Society: Past, Present and Future with Eric Horvitz - #493

AI and Society: Past, Present and Future with Eric Horvitz - #493

Today we continue our AI Innovation series joined by Microsoft’s Chief Scientific Officer, Eric Horvitz.  In our conversation with Eric, we explore his tenure as AAAI president and his focus on the fu...

17 Kesä 202153min

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