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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Discovering Exoplanets w/ Deep Learning with Chris Shallue - TWiML Talk #117

Discovering Exoplanets w/ Deep Learning with Chris Shallue - TWiML Talk #117

Earlier this week, I had a chance to speak with Chris Shallue, Senior Software Engineer on the Google Brain Team, about his project and paper on “Exploring Exoplanets with Deep Learning.” This is a gr...

8 Mars 201845min

Learning Active Learning with Ksenia Konyushkova - TWiML Talk #116

Learning Active Learning with Ksenia Konyushkova - TWiML Talk #116

In this episode, I speak with Ksenia Konyushkova, Ph.D. student in the CVLab at Ecole Polytechnique Federale de Lausanne in Switzerland. Ksenia and I connected at NIPS in December to discuss her inter...

5 Mars 201831min

Machine Learning Platforms at Uber with Mike Del Balso - TWiML Talk #115

Machine Learning Platforms at Uber with Mike Del Balso - TWiML Talk #115

In this episode, I speak with Mike Del Balso, Product Manager for Machine Learning Platforms at Uber. Mike and I sat down last fall at the Georgian Partners Portfolio conference to discuss his present...

1 Mars 201849min

Inverse Programming for Deeper AI with Zenna Tavares - TWiML Talk #114

Inverse Programming for Deeper AI with Zenna Tavares - TWiML Talk #114

For today’s show, the final episode of our Black in AI Series, I’m joined by Zenna Tavares, a PhD student in the both the department of Brain and Cognitive Sciences and the Computer Science and Artifi...

26 Feb 201828min

Statistical Relational Artificial Intelligence with Sriraam Natarajan - TWiML Talk #113

Statistical Relational Artificial Intelligence with Sriraam Natarajan - TWiML Talk #113

In this episode, I speak with Sriraam Natarajan, Associate Professor in the Department of Computer Science at UT Dallas. While at NIPS a few months back, Sriraam and I sat down to discuss his work on ...

23 Feb 201847min

Classical Machine Learning for Infant Medical Diagnosis with Charles Onu - TWiML Talk #112

Classical Machine Learning for Infant Medical Diagnosis with Charles Onu - TWiML Talk #112

In this episode, part 4 in our Black in AI series, i'm joined by Charles Onu, Phd Student at McGill University in Montreal & Founder of Ubenwa, a startup tackling the problem of infant mortality due t...

20 Feb 201848min

Learning "Common Sense" and Physical Concepts with Roland Memisevic - TWiML Talk #111

Learning "Common Sense" and Physical Concepts with Roland Memisevic - TWiML Talk #111

In today’s episode, I’m joined by Roland Memisevic, co-founder, CEO, and chief scientist at Twenty Billion Neurons. Roland joined me at the RE•WORK Deep Learning Summit in Montreal to discuss the work...

15 Feb 201832min

Trust in Human-Robot/AI Interactions with Ayanna Howard - TWiML Talk #110

Trust in Human-Robot/AI Interactions with Ayanna Howard - TWiML Talk #110

In this episode, the third in our Black in AI series, I speak with Ayanna Howard, Chair of the Interactive School of Computing at Georgia Tech. Ayanna joined me for a lively discussion about her work ...

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