--- title: Under 5 minutes to a deployed LLM endpoint — Audry Hsu,... description: A conference talk introducing RunPod, a cloud GPU infrastructure platform. The speaker demonstrates how to deploy an LLM endpoint in under 5 minutes using... canonical: https://daily.dev/posts/under-5-minutes-to-a-deployed-llm-endpoint-audry-hsu-runpod-g4ytgygaz twitter:card: summary_large_image twitter:site: @dailydotdev og:type: website og:site_name: daily.dev og:title: Under 5 minutes to a deployed LLM endpoint — Audry Hsu, RunPod | daily.dev og:description: A conference talk introducing RunPod, a cloud GPU infrastructure platform. The speaker demonstrates how to deploy an LLM endpoint in under 5 minutes using... og:url: https://daily.dev/posts/under-5-minutes-to-a-deployed-llm-endpoint-audry-hsu-runpod-g4ytgygaz og:image: https://api.daily.dev/og/posts/g4YtgYGaZ.png og:image:alt: Under 5 minutes to a deployed LLM endpoint — Audry Hsu, RunPod 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. # Under 5 minutes to a deployed LLM endpoint — Audry Hsu, RunPod **[AI Engineer](https://daily.dev/sources/aidotengineer)** · 13 min read · 0 upvotes · 0 comments ## Summary A conference talk introducing RunPod, a cloud GPU infrastructure platform. The speaker demonstrates how to deploy an LLM endpoint in under 5 minutes using RunPod's serverless product and hub listings. The demo covers selecting a pre-configured open-source LLM from the hub, deploying it via the console with vLLM, configuring auto-scaling workers and spending caps, and sending requests to the provisioned HTTP endpoint. Key platform features covered include pods, serverless auto-scaling, multi-node clusters, and the hub repository. RunPod reports 500K+ developers, 30+ global data centers, and $120M ARR. ## Full article daily.dev links to this article rather than hosting it. Read it at the original source: ## Similar posts on daily.dev - [The Architecture for Serving 100 Fine-Tuned Models on One GPU](https://daily.dev/posts/the-architecture-for-serving-100-fine-tuned-models-on-one-gpu-ae49sx7ua) · Daily Dose of Data Science \| Avi Chawla \| Substack · 0 upvotes · 0 comments - [Who needs VCs when you have friends like these?](https://daily.dev/posts/who-needs-vcs-when-you-have-friends-like-these--8was8rtn2) · Stack Overflow Blog · 0 upvotes · 0 comments - [Everything you need to know about running LLMs locally](https://daily.dev/posts/everything-you-need-to-know-about-running-llms-locally-7u3awxooq) · All Things Open · 0 upvotes · 0 comments --- Tags: [#llm](https://daily.dev/tags/llm), [#serverless](https://daily.dev/tags/serverless), [#vllm](https://daily.dev/tags/vllm) [View this post on daily.dev](https://daily.dev/posts/under-5-minutes-to-a-deployed-llm-endpoint-audry-hsu-runpod-g4ytgygaz) ```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":"Under 5 minutes to a deployed LLM endpoint — Audry Hsu, RunPod","url":"https://daily.dev/posts/under-5-minutes-to-a-deployed-llm-endpoint-audry-hsu-runpod-g4ytgygaz","mainEntityOfPage":{"@type":"WebPage","@id":"https://daily.dev/posts/under-5-minutes-to-a-deployed-llm-endpoint-audry-hsu-runpod-g4ytgygaz"},"datePublished":"2026-06-07T16:04:46.765Z","dateModified":"2026-06-07T16:05:06.600Z","description":"A conference talk introducing RunPod, a cloud GPU infrastructure platform. The speaker demonstrates how to deploy an LLM endpoint in under 5 minutes using...","image":"https://i.ytimg.com/vi/ILdE7FaAjVA/sddefault.jpg","thumbnailUrl":"https://i.ytimg.com/vi/ILdE7FaAjVA/sddefault.jpg","isAccessibleForFree":true,"articleSection":"AI Engineer","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":"AI Engineer","logo":"https://media.daily.dev/image/upload/s--u5PucxNT--/f_auto/v1724338940/logos/aidotengineer","url":"https://daily.dev/sources/aidotengineer"},"commentCount":0,"discussionUrl":"https://daily.dev/posts/under-5-minutes-to-a-deployed-llm-endpoint-audry-hsu-runpod-g4ytgygaz","interactionStatistic":[{"@type":"InteractionCounter","interactionType":{"@type":"LikeAction"},"userInteractionCount":0},{"@type":"InteractionCounter","interactionType":{"@type":"CommentAction"},"userInteractionCount":0}],"keywords":"llm,serverless,vllm","timeRequired":"PT13M","video":{"@type":"VideoObject","name":"Under 5 minutes to a deployed LLM endpoint — Audry Hsu, RunPod","description":"A conference talk introducing RunPod, a cloud GPU infrastructure platform. The speaker demonstrates how to deploy an LLM endpoint in under 5 minutes using...","thumbnailUrl":"https://i.ytimg.com/vi/ILdE7FaAjVA/sddefault.jpg","uploadDate":"2026-06-07T16:04:46.765Z","duration":"PT13M","url":"https://api.daily.dev/r/g4YtgYGaZ","embedUrl":"https://www.youtube.com/embed/ILdE7FaAjVA"}} {"@context":"https://schema.org","@type":"BreadcrumbList","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https://daily.dev"},{"@type":"ListItem","position":2,"name":"AI Engineer","item":"https://daily.dev/sources/aidotengineer"},{"@type":"ListItem","position":3,"name":"Under 5 minutes to a deployed LLM endpoint — Audry Hsu, RunPod"}]} ```