How genAI can aid Kubernetes troubleshooting

Bill Doerrfeld | December 23, 2024

"If you use a generic AI model to investigate these issues, it will simply fail you," says Itiel Schwartz, co-founder and CTO at Komodor.

Before everyone’s really checked out for the holidays, here’s a quick read for you: I just published a short piece for InfoWorld exploring how generative AI could help troubleshoot Kubernetes issues. Spoiler: it’s all about the training datasets.


I caught up with CTO Itiel Shwartz about leveraging finely tuned models like Komodor’s KlaudiaAI agent for ultra-specific DevOps challenges, like Kubernetes error diagnosis and remediation challenges. Schwartz didn’t hold back: "If you use a generic AI model to investigate these issues, it will simply fail you. We tried it time after time." According to him, the more specific the model is, the less likely it is to hallucinate for these particular use cases.


The article also touches on how major cloud players and industry leaders are stepping into this space — so whether you're in DevOps or just curious about AI in Kubernetes management, it's worth a look.


✨ Also, I’m working on a bigger feature about Kubernetes usability, sparked by some fantastic conversations at KubeCon NA. That’s coming in the new year, so stay tuned!


Featured image credit: Growtika on Unsplash.


Read: How generative AI could aid Kubernetes operations
A grey articulated figure kneeling, arranging small white objects in a clear plastic container. White background.
By Bill Doerrfeld September 11, 2025
MCP shines for indeterministic workflows, novel integrations, and giving AI coding agents context on the fly. But for more predictable automation it may be overengineeering.
Overhead view of construction site with workers in orange vests, metal beams, and dark concrete.
By Bill Doerrfeld August 30, 2025
For my latest DirectorPlus column with LeadDev, I synced with JB Brown, VP of engineering at Smartsheet, to learn about their multi-agent AI development strategy.
Pink and purple sunset sky with dark, fluffy clouds.
By Bill Doerrfeld August 25, 2025
Alternative clouds are having a moment. Nearly 75% of orgs are using two or more alt clouds beyond the hyperscalers, according to a HostingAdvice.com report.
Digital global CIOs digital sovereignty
By Bill Doerrfeld August 20, 2025
The cloud is no longer borderless. Rising regional data laws and sovereign cloud mandates are forcing CIOs to act.
A
By Bill Doerrfeld August 11, 2025
In a multi-agent coding workflow, an engineer leads a "team" of specialist AI agents to perform various SDLC tasks: scaffolding, coding, testing, log analysis, deployment, and more.
Open source software churn end of life
By Bill Doerrfeld August 8, 2025
Open-source software churn is accelerating. With more frequent version end-of-lives and even total project abandonments, it's harder than ever to keep up.
Hype drives most programming language igrationsigra
By Bill Doerrfeld July 30, 2025
I covered a report from HostingAdvice.com, which found that the majority of programming language migrations are driven by hype, instead of proven outcomes.
Cross-functional teams help Stack Overflow adapt LeadDev DirectorPlus 2025
By Bill Doerrfeld July 28, 2025
Facing an existential crisis, Stack Overflow has had to pivot quickly. I synced with a director to discover what team strategies are helping them adapt.
System Initiative feature InfoWorld doerrfeld
By Bill Doerrfeld July 14, 2025
System Initiative aims to replace the toil of maintaining config files with a data-based digital twin and visual modeling engine. An engine for DevOps, if you will.
CIOs describe why AI agents need APIs
By Bill Doerrfeld July 10, 2025
My latest feature on CIO.com explores why CIOs view APIs as a critical linchpin to realize success with agentic AI. Learn what it'll all take.