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.

Jaksot(781)

Contextual Modeling for Language and Vision with Nasrin Mostafazadeh - TWiML Talk #174

Contextual Modeling for Language and Vision with Nasrin Mostafazadeh - TWiML Talk #174

Today we’re joined by Nasrin Mostafazadeh, Senior AI Research Scientist at New York-based Elemental Cognition. Our conversation focuses on Nasrin’s work in event-centric contextual modeling in langua...

20 Elo 201849min

ML for Understanding Satellite Imagery at Scale with Kyle Story - TWiML Talk #173

ML for Understanding Satellite Imagery at Scale with Kyle Story - TWiML Talk #173

Today we’re joined by Kyle Story, computer vision engineer at Descartes Labs. Kyle and I caught up after his recent talk at the Google Cloud Next Conference titled “How Computers See the Earth: A Mac...

16 Elo 201856min

Generating Ground-Level Images From Overhead Imagery Using GANs with Yi Zhu - TWiML Talk #172

Generating Ground-Level Images From Overhead Imagery Using GANs with Yi Zhu - TWiML Talk #172

Today we’re joined by Yi Zhu, a PhD candidate at UC Merced focused on geospatial image analysis. In our conversation, Yi and I take a look at his recent paper “What Is It Like Down There? Generating D...

13 Elo 201838min

Vision Systems for Planetary Landers and Drones with Larry Matthies - TWiML Talk #171

Vision Systems for Planetary Landers and Drones with Larry Matthies - TWiML Talk #171

Today we’re joined by Larry Matthies, Sr. Research Scientist and head of computer vision in the mobility and robotics division at JPL. In our conversation, we discuss two talks he gave at CVPR a few w...

9 Elo 201843min

Learning Semantically Meaningful and Actionable Representations with Ashutosh Saxena - TWiML Talk #170

Learning Semantically Meaningful and Actionable Representations with Ashutosh Saxena - TWiML Talk #170

In this episode i'm joined by Ashutosh Saxena, a veteran of Andrew Ng’s Stanford Machine Learning Group, and co-founder and CEO of Caspar.ai. Ashutosh and I discuss his RoboBrain project, a computatio...

6 Elo 201845min

AI Innovation for Clinical Decision Support with Joe Connor - TWiML Talk #169

AI Innovation for Clinical Decision Support with Joe Connor - TWiML Talk #169

In this episode I speak with Joe Connor, Founder of Experto Crede. In our conversation, we explore his experiences bringing AI powered healthcare projects to market in collaboration with the UK Natio...

2 Elo 201842min

Dynamic Visual Localization and Segmentation with Laura Leal-Taixé -TWiML Talk #168

Dynamic Visual Localization and Segmentation with Laura Leal-Taixé -TWiML Talk #168

In this episode I'm joined by Laura Leal-Taixé, Professor at the Technical University of Munich where she leads the Dynamic Vision and Learning Group. In our conversation, we discuss several of her r...

30 Heinä 201844min

Conversational AI for the Intelligent Workplace with Gillian McCann - TWiML Talk #167

Conversational AI for the Intelligent Workplace with Gillian McCann - TWiML Talk #167

In this episode I'm joined by Gillian McCann, Head of Cloud Engineering and AI at Workgrid Software. In our conversation, which focuses on Workgrid’s use of cloud-based AI services, Gillian details so...

26 Heinä 201836min

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