#049 - The AI Translator: Using LLMs & MCP for K8s Operations & Self-Healing Infra with Alexei Ledenev (doit)

#049 - The AI Translator: Using LLMs & MCP for K8s Operations & Self-Healing Infra with Alexei Ledenev (doit)

In this episode, Itiel Shwartz kicks off a series on MLOps, LLM, and GenAI in Kubernetes.

Starting with Alexei Ledenev, who has over two decades in software development and deep experience in cloud architecture and distributed systems. He shares his journey from CoreOS Fleet to his current role on the Platform Team at Doit.

The conversation focuses on tackling the complexity of Kubernetes, which Alexei notes can be overwhelming even for experienced DevOps engineers. He discusses how he developed the idea to leverage AI assistants and the Model Context Protocol (MCP) to access and execute tools like kubectl. This concept creates a "translator between AI and the Kubernetes environment", allowing users to troubleshoot complex cluster issues or quickly create ad hoc testing environments using natural language.

They also explore the challenges of implementation, such as hallucination, and how providing context helps the AI self-correct. Looking ahead, Alexei predicts that infrastructure is moving towards self-aware and self-healing platforms that integrate AI deeply.

Tämä jakso on lisätty Podme-palveluun avoimen RSS-syötteen kautta eikä se ole Podmen omaa tuotantoa. Siksi jakso saattaa sisältää mainontaa.

Jaksot(50)

#060 - Beyond ELK: Elastic's 10-Year Evolution, Open-Source Licensing, and the AI Frontier with Philipp Krenn (Elastic)

#060 - Beyond ELK: Elastic's 10-Year Evolution, Open-Source Licensing, and the AI Frontier with Philipp Krenn (Elastic)

In this episode of the Kubernetes for Humans podcast, Philipp shares his incredible 10-year journey at Elastic, witnessing the company's massive growth from 300 to 4,000 employees. Discover the fascin...

11 Kesä 23min

#059 - From Early K8s to the Edge: Shifting Compute Left with Dave Aronchick

#059 - From Early K8s to the Edge: Shifting Compute Left with Dave Aronchick

In this episode of the Kubernetes for Humans podcast, tech veteran Dave Aronchick shares his incredible journey from leading the Kubernetes and GKE projects at Google to co-founding Kubeflow and his c...

18 Touko 29min

#058 - The Future of AI and Platform Engineering with Blake Sherwood (Smarsh)

#058 - The Future of AI and Platform Engineering with Blake Sherwood (Smarsh)

In this episode, special guest Blake Sherwood joins the show to discuss his unique career trajectory from tourism and coal mining to leading massive-scale Kubernetes migrations. Blake shares insights ...

13 Touko 30min

#057 - From Pagers to Pair Programming: Navigating Massive Scale and AI with Stefana Muller (Salesforce)

#057 - From Pagers to Pair Programming: Navigating Massive Scale and AI with Stefana Muller (Salesforce)

In this episode of "Kubernetes for Humans," Stefana Muller, VP of Infrastructure & Operations at Salesforce, shares her fascinating journey from technical support to navigating the massive scale of th...

4 Touko 27min

#056 - Cloud Contradictions and Cautionary Tales with Corey Quinn (The Duckbill Group)

#056 - Cloud Contradictions and Cautionary Tales with Corey Quinn (The Duckbill Group)

In this episode of the Kubernetes for Humans podcast, Itiel sits down with the internet's favorite cloud contrarian, Corey Quinn of the Duckbill Group.   Corey shares his unconventional career path a...

28 Huhti 28min

#055 - From Enterprise Java to Kubernetes and AI-Driven Infrastructure with Dan Hicks (Boomi)

#055 - From Enterprise Java to Kubernetes and AI-Driven Infrastructure with Dan Hicks (Boomi)

Have you ever considered making a massive career pivot after two decades in the exact same field? In this episode, Itiel sits down with Dan Hicks, a Platform Engineer at Boomi, to explore his fascinat...

1 Huhti 25min

#054 - From Shiny Objects to FinOps: Taming Cloud Costs in the AI Era with Josh Schlanger (CloudXray AI)

#054 - From Shiny Objects to FinOps: Taming Cloud Costs in the AI Era with Josh Schlanger (CloudXray AI)

In this episode of the Kubernetes for Humans podcast, we are joined by infrastructure and FinOps expert Josh Schlanger. Drawing on over 15 years of experience across Martech, e-commerce, and health te...

25 Maalis 23min

#053 - The Road to Distributed AI and Kubernetes Infrastructure with Matt Butcher (Fermyon) & Ari Weil (Akamai)

#053 - The Road to Distributed AI and Kubernetes Infrastructure with Matt Butcher (Fermyon) & Ari Weil (Akamai)

This episode features Matt Butcher, CEO of Fermyon and creator of Helm, and Ari Weil from Akamai, as they discuss the evolution of the cloud-native ecosystem. They share their professional origins, hi...

11 Helmi 31min

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