--- title: Navigating LLM Deployment: Tips, Tricks and Techniques... description: The post discusses the deployment of Large Language Models (LLMs), highlighting the benefits of self-hosting for scaling, performance, and privacy/security. It... canonical: https://daily.dev/posts/navigating-llm-deployment-tips-tricks-and-techniques-by-meryem-arik-at-qcon-london-xoiuehk1m twitter:card: summary_large_image twitter:site: @dailydotdev og:type: website og:site_name: daily.dev og:title: Navigating LLM Deployment: Tips, Tricks and Techniques by Meryem Arik at Qcon London | daily.dev og:description: The post discusses the deployment of Large Language Models (LLMs), highlighting the benefits of self-hosting for scaling, performance, and privacy/security. It... og:url: https://daily.dev/posts/navigating-llm-deployment-tips-tricks-and-techniques-by-meryem-arik-at-qcon-london-xoiuehk1m og:image: https://api.daily.dev/og/posts/xoIUEhK1M.png og:image:alt: Navigating LLM Deployment: Tips, Tricks and Techniques by Meryem Arik at Qcon London 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. # Navigating LLM Deployment: Tips, Tricks and Techniques by Meryem Arik at Qcon London **[InfoQ](https://daily.dev/sources/infoq)** · 3 min read · 0 upvotes · 0 comments ## Summary The post discusses the deployment of Large Language Models (LLMs), highlighting the benefits of self-hosting for scaling, performance, and privacy/security. It provides tips on understanding deployment boundaries, quantizing models, optimizing inference, consolidating resources, preparing for model changes, and cost-saving with smaller models. ## Full article daily.dev links to this article rather than hosting it. Read it at the original source: ## Similar posts on daily.dev - [Don’t just attend KubeCon \+ CloudNativeCon, Merge Forward your experience\!](https://daily.dev/posts/don-t-just-attend-kubecon-cloudnativecon-merge-forward-your-experience--l0rpp73x8) · CNCF · 1 upvotes · 0 comments - [Announcing H2 2026 KCDs](https://daily.dev/posts/announcing-h2-2026-kcds-m96goajm1) · CNCF · 1 upvotes · 0 comments - [Two months of Open Community Groups](https://daily.dev/posts/two-months-of-open-community-groups-asf52zhbs) · CNCF · 0 upvotes · 0 comments --- Tags: [#self-hosting](https://daily.dev/tags/self-hosting) [View this post on daily.dev](https://daily.dev/posts/navigating-llm-deployment-tips-tricks-and-techniques-by-meryem-arik-at-qcon-london-xoiuehk1m) ```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":"Navigating LLM Deployment: Tips, Tricks and Techniques by Meryem Arik at Qcon London","url":"https://daily.dev/posts/navigating-llm-deployment-tips-tricks-and-techniques-by-meryem-arik-at-qcon-london-xoiuehk1m","mainEntityOfPage":{"@type":"WebPage","@id":"https://daily.dev/posts/navigating-llm-deployment-tips-tricks-and-techniques-by-meryem-arik-at-qcon-london-xoiuehk1m"},"datePublished":"2024-04-08T16:23:18.948Z","dateModified":"2024-05-24T02:14:37.134Z","description":"The post discusses the deployment of Large Language Models (LLMs), highlighting the benefits of self-hosting for scaling, performance, and privacy/security. 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