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Learn how to build and deploy a high-performance, LLM-powered chatbot using Akamai Cloud's globally distributed serverless platform Akamai Functions and Linodes with dedicated GPUs. This tutorial walks you through a robust architecture that combines the power of dedicated GPUs with the low latency of edge computing. ### 🚀 What You’ll Learn * Infrastructure as Code: Provisioning Linode instances with dedicated NVIDIA GPUs using Terraform to serve open-source models like Qwen via Ollama. * Global Serverless Deployment: Leveraging Akamai Functions and the Spin framework to deploy a TypeScript-based API and an Astro frontend. * Performance Optimization: Implementing a distributed key-value store to cache recurring questions, reducing response times from seconds to milliseconds. * Security & Guardrails: Applying defense mechanisms and input sanitization to prevent LLM abuse and prompt injection. * WebAssembly (Wasm) Benefits: Understanding how Wasm provides near-instant cold starts (avg. 0.4ms) and a strict security sandbox for your components. ### 🔗 Resources & Links * Spin Installation Instructions: [https://spinframework.dev/v4/install](https://spinframework.dev/v4/install) * Akamai Functions Documentation: https://techdocs.akamai.com/akamai-functions/docs/welcome](https://techdocs.akamai.com/akamai-functions/docs/welcome) * Join our Discord Server: [https://discord.gg/uNEU3wWKBQ] ### 📲 Follow Us & Join Our Community 🆇 X: https://x.com/akamaidevs?s=20 💼 LinkedIn: https://www.linkedin.com/showcase/akamai-dev/ 👾 Discord: https://discord.gg/5MJegzS8Y ### ⏱️ Chapters 00:00 Introduction to LLM Chatbots on Akamai 00:58 Deep Dive: Architectural Overview 02:22 Introduction to the Spin Framework & Wasm 03:31 Exploring the API Component & Caching Strategy 05:32 Frontend Implementation with Astro 06:22 Provisioning Infrastructure with Terraform 10:05 Configuring Ollama & Cloud-Init Scripts 12:50 Running the Terraform Apply 14:59 Application Manifest & Security Permissions 16:06 API Walkthrough: Guardrails & LLM Integration 21:39 Building and Deploying to Akamai Functions 25:20 Live Demo: Testing Latency & Cache Hits 29:00 Summary & Key Highlights of the Architecture New to Cloud Computing? Get started here with a $100 credit → http://login.linode.com/signup?promo=akm-lp-akmtube-100-111325-T853 If you found this video helpful, please give it a 👍, leave a comment if you have any questions, and **Subscribe** for more cloud development and WebAssembly tutorials! #WebAssembly #AkamaiFunctions #Spin #SpinFramework #Serverless #AkamaiCloud

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