--- title: The $2 trillion AI infrastructure problem no one is... description: GPU idle rates above 30% and headcount scaling linearly with cluster size represent a massive hidden cost in AI infrastructure. Shashidhar Bhat, a ByteDance... canonical: https://daily.dev/posts/the-2-trillion-ai-infrastructure-problem-no-one-is-talking-about-and-the-engineer-solving-it-yf1tucuhw twitter:card: summary_large_image twitter:site: @dailydotdev og:type: website og:site_name: daily.dev og:title: The $2 trillion AI infrastructure problem no one is talking about, and the engineer solving it | daily.dev og:description: GPU idle rates above 30% and headcount scaling linearly with cluster size represent a massive hidden cost in AI infrastructure. Shashidhar Bhat, a ByteDance... og:url: https://daily.dev/posts/the-2-trillion-ai-infrastructure-problem-no-one-is-talking-about-and-the-engineer-solving-it-yf1tucuhw og:image: https://api.daily.dev/og/posts/yf1TUCUHW.png og:image:alt: The $2 trillion AI infrastructure problem no one is talking about, and the engineer solving it og:image:width: 1200 og:image:height: 630 og:locale: en --- > ## Documentation Index > Fetch the complete documentation index at: https://daily.dev/llms.txt > Use this file to discover all available pages before exploring further. # The $2 trillion AI infrastructure problem no one is talking about, and the engineer solving it **[The Next Web](https://daily.dev/sources/tnw)** · 6 min read · 0 upvotes · 0 comments ## Summary GPU idle rates above 30% and headcount scaling linearly with cluster size represent a massive hidden cost in AI infrastructure. Shashidhar Bhat, a ByteDance engineer, has built a body of work addressing this operational layer: an internal agent-based automation system called OpenSkill that reduced GPU idle time by 35% across ByteDance's large-scale Kubernetes clusters, contributions to the open-source Kubewharf Katalyst resource management framework, and Carbon-Kube, an open-source Kubernetes scheduler targeting carbon emissions in cluster operations. Together, these projects represent a shift from bespoke internal tooling toward accessible open-source solutions for the AI infrastructure operational margin problem. ## Full article daily.dev links to this article rather than hosting it. Read it at the original source: ## Similar posts on daily.dev - [GPU Management: Why Idle GPUs Are the New Grounded Aircraft](https://daily.dev/posts/gpu-management-why-idle-gpus-are-the-new-grounded-aircraft-dwraaxr3v) · Hugging Face · 0 upvotes · 0 comments - [Why Kubernetes Utilization Is Stuck Below 40%](https://daily.dev/posts/why-kubernetes-utilization-is-stuck-below-40--qvj2z12nz) · Cloud Native Now · 0 upvotes · 0 comments - [The software fix that could shrink AI’s energy bill without new hardware](https://daily.dev/posts/the-software-fix-that-could-shrink-ai-s-energy-bill-without-new-hardware-e6l2pwloq) · The New Stack · 0 upvotes · 0 comments - [Report: Utilization of Kubernetes Infrastructure Remains Abysmal](https://daily.dev/posts/report-utilization-of-kubernetes-infrastructure-remains-abysmal-bixnad6mv) · Cloud Native Now · 0 upvotes · 0 comments --- Tags: [#kubernetes](https://daily.dev/tags/kubernetes), [#ai-infrastructure](https://daily.dev/tags/ai-infrastructure) [View this post on daily.dev](https://daily.dev/posts/the-2-trillion-ai-infrastructure-problem-no-one-is-talking-about-and-the-engineer-solving-it-yf1tucuhw) ```json {"@context":"https://schema.org","@graph":[{"@type":"Organization","@id":"https://daily.dev/#organization","name":"daily.dev","url":"https://daily.dev","logo":{"@type":"ImageObject","url":"https://daily.dev/apple-touch-icon.png","width":180,"height":180},"sameAs":["https://twitter.com/dailydotdev","https://github.com/dailydotdev","https://www.linkedin.com/company/daily-dev-ltd"]},{"@type":"WebSite","@id":"https://daily.dev/#website","url":"https://daily.dev","name":"daily.dev","publisher":{"@id":"https://daily.dev/#organization"},"potentialAction":{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https://daily.dev/search?q={search_term_string}"},"query-input":"required name=search_term_string"}}]} {"@context":"https://schema.org","@type":"TechArticle","headline":"The $2 trillion AI infrastructure problem no one is talking about, and the engineer solving it","url":"https://daily.dev/posts/the-2-trillion-ai-infrastructure-problem-no-one-is-talking-about-and-the-engineer-solving-it-yf1tucuhw","mainEntityOfPage":{"@type":"WebPage","@id":"https://daily.dev/posts/the-2-trillion-ai-infrastructure-problem-no-one-is-talking-about-and-the-engineer-solving-it-yf1tucuhw"},"datePublished":"2026-06-10T08:17:20.744Z","dateModified":"2026-06-10T08:17:40.880Z","description":"GPU idle rates above 30% and headcount scaling linearly with cluster size represent a massive hidden cost in AI infrastructure. Shashidhar Bhat, a ByteDance...","image":"https://media.daily.dev/image/upload/f_auto,q_auto/v1/posts/5233364b2238c000617639a2f8289587?_a=AQAEuop","thumbnailUrl":"https://media.daily.dev/image/upload/f_auto,q_auto/v1/posts/5233364b2238c000617639a2f8289587?_a=AQAEuop","isAccessibleForFree":true,"articleSection":"The Next Web","inLanguage":"en","publisher":{"@type":"Organization","name":"daily.dev","url":"https://daily.dev","logo":{"@type":"ImageObject","url":"https://daily.dev/apple-touch-icon.png","width":180,"height":180}},"author":{"@type":"Organization","name":"The Next Web","logo":"https://media.daily.dev/image/upload/t_logo,f_auto/v1/logos/tnw","url":"https://daily.dev/sources/tnw"},"commentCount":0,"discussionUrl":"https://daily.dev/posts/the-2-trillion-ai-infrastructure-problem-no-one-is-talking-about-and-the-engineer-solving-it-yf1tucuhw","interactionStatistic":[{"@type":"InteractionCounter","interactionType":{"@type":"LikeAction"},"userInteractionCount":0},{"@type":"InteractionCounter","interactionType":{"@type":"CommentAction"},"userInteractionCount":0}],"keywords":"kubernetes,ai-infrastructure","timeRequired":"PT6M"} {"@context":"https://schema.org","@type":"BreadcrumbList","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https://daily.dev"},{"@type":"ListItem","position":2,"name":"The Next Web","item":"https://daily.dev/sources/tnw"},{"@type":"ListItem","position":3,"name":"The $2 trillion AI infrastructure problem no one is talking about, and the engineer solving it"}]} ```