{"id":17528,"date":"2025-12-17T13:33:10","date_gmt":"2025-12-17T10:03:10","guid":{"rendered":"https:\/\/www.itpiran.net\/blog\/?p=17528"},"modified":"2025-12-17T13:45:32","modified_gmt":"2025-12-17T10:15:32","slug":"serverless-web-app-ai-aws-amplify","status":"publish","type":"post","link":"https:\/\/www.itpiran.net\/blog\/en\/artificial-intelligence\/serverless-web-app-ai-aws-amplify\/","title":{"rendered":"Building a serverless web application with AI capabilities with AWS Amplify"},"content":{"rendered":"\n<p>&nbsp;<\/p>\n<h2 class=\"wp-block-heading\" id=\"h-architecture\"><span id=\"%d9%85%d8%b9%d9%85%d8%a7%d8%b1%db%8c-%da%a9%d9%84%db%8c\">\u0645\u0639\u0645\u0627\u0631\u06cc \u06a9\u0644\u06cc<\/span><\/h2>\n<p class=\"wp-block-paragraph\">\u062f\u0631 \u0627\u06cc\u0646 \u0631\u0627\u0647\u0646\u0645\u0627 \u06cc\u06a9 \u0645\u0639\u0645\u0627\u0631\u06cc \u067e\u06cc\u0634\u0646\u0647\u0627\u062f\u06cc \u0628\u0631\u0627\u06cc \u0633\u0627\u062e\u062a \u0627\u067e\u0644\u06cc\u06a9\u06cc\u0634\u0646 \u0648\u0628 <em>\u0633\u0631\u0648\u0631\u0644\u0633<\/em> \u06a9\u0647 \u0627\u0632 \u0642\u0627\u0628\u0644\u06cc\u062a\u200c\u0647\u0627\u06cc *Generative AI* \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u200c\u06a9\u0646\u062f \u0627\u0631\u0627\u0626\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a. \u0647\u062f\u0641 \u062a\u0631\u06a9\u06cc\u0628 AWS Amplify \u0628\u0631\u0627\u06cc \u0641\u0631\u0627\u0646\u062a\u200c\u0627\u0646\u062f \u0648 CI\/CD \u0628\u0627 \u0633\u0631\u0648\u06cc\u0633\u200c\u0647\u0627\u06cc \u0633\u0631\u0648\u0631\u0644\u0633 AWS \u0628\u0631\u0627\u06cc \u0628\u06a9\u200c\u0627\u0646\u062f \u0627\u0633\u062a \u062a\u0627 \u06cc\u06a9 \u0631\u0627\u0647\u06a9\u0627\u0631 \u0645\u0642\u06cc\u0627\u0633\u200c\u067e\u0630\u06cc\u0631\u060c \u0627\u0645\u0646 \u0648 \u0642\u0627\u0628\u0644 \u0646\u06af\u0647\u062f\u0627\u0631\u06cc \u0627\u06cc\u062c\u0627\u062f \u0634\u0648\u062f.<\/p>\n<ul>\n<li><strong>\u0641\u0631\u0627\u0646\u062a\u200c\u0627\u0646\u062f:<\/strong> React \u06cc\u0627 Next.js \u0645\u06cc\u0632\u0628\u0627\u0646\u06cc \u0634\u062f\u0647 \u062f\u0631 <em>AWS Amplify Hosting<\/em> + CDN (CloudFront).<\/li>\n<li><strong>\u0627\u062d\u0631\u0627\u0632 \u0647\u0648\u06cc\u062a:<\/strong> Amazon Cognito (Sign-up\/Sign-in + federation).<\/li>\n<li><strong>API:<\/strong> API Gateway (REST\/HTTP) \u06cc\u0627 AppSync (GraphQL) \u06a9\u0647 \u062f\u0631\u062e\u0648\u0627\u0633\u062a\u200c\u0647\u0627 \u0631\u0627 \u0628\u0647 Lambda \u0647\u062f\u0627\u06cc\u062a \u0645\u06cc\u200c\u06a9\u0646\u062f.<\/li>\n<li><strong>\u0645\u0646\u0637\u0642 \u0645\u0648\u0644\u062f:<\/strong> Lambda (Node\/Python) \u06a9\u0647 \u062f\u0631\u062e\u0648\u0627\u0633\u062a \u0631\u0627 \u0628\u0647 \u0645\u062f\u0644 \u0645\u0648\u0644\u062f \u0645\u06cc\u200c\u0641\u0631\u0633\u062a\u062f \u2014 \u0645\u062f\u0644 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u0628\u0647 \u0635\u0648\u0631\u062a Managed (OpenAI\/Hugging Face\/Bedrock) \u06cc\u0627 Self-hosted \u0631\u0648\u06cc \u0633\u0631\u0648\u0631 GPU \u0628\u0627 Triton\/TorchServe \u0628\u0627\u0634\u062f.<\/li>\n<li><strong>\u0630\u062e\u06cc\u0631\u0647\u200c\u0633\u0627\u0632\u06cc:<\/strong> S3 \u0628\u0631\u0627\u06cc \u0641\u0627\u06cc\u0644\u200c\u0647\u0627\u060c DynamoDB \u06cc\u0627 RDS \u0628\u0631\u0627\u06cc \u0645\u062a\u0627\u062f\u06cc\u062a\u0627\/\u062c\u0644\u0633\u0627\u062a.<\/li>\n<li><strong>\u0627\u0645\u0646\u06cc\u062a \u0648 \u0634\u0628\u06a9\u0647:<\/strong> WAF\u060c Shield Advanced\u060c IAM least-privilege\u060c Secrets Manager.<\/li>\n<li><strong>CDN \u0648 \u06a9\u0634:<\/strong> CloudFront + Lambda@Edge \u06cc\u0627 caching headers \u0628\u0631\u0627\u06cc \u0628\u0647\u0628\u0648\u062f \u062a\u0623\u062e\u06cc\u0631 \u0648 \u06a9\u0627\u0647\u0634 \u0647\u0632\u06cc\u0646\u0647.<\/li>\n<\/ul>\n<div class=\"pk-alert pk-alert-info\" role=\"alert\" >\n\u0628\u0631\u0627\u06cc \u0628\u0633\u06cc\u0627\u0631\u06cc \u0627\u0632 \u0633\u0646\u0627\u0631\u06cc\u0648\u0647\u0627\u060c \u062a\u0631\u06a9\u06cc\u0628 Managed API \u0628\u0631\u0627\u06cc PoC \u0648 Self-hosted GPU \u0628\u0631\u0627\u06cc \u0645\u0642\u06cc\u0627\u0633 \u0648 \u06a9\u0627\u0647\u0634 \u062a\u0623\u062e\u06cc\u0631 \u0628\u0647\u062a\u0631\u06cc\u0646 \u0631\u0627\u0647\u06a9\u0627\u0631 \u0627\u0633\u062a.<br \/>\n<\/div>\n<p>&nbsp;<\/p>\n<h2 class=\"wp-block-heading\" id=\"h-steps\"><span id=\"%d9%85%d8%b1%d8%a7%d8%ad%d9%84-%d8%b9%d9%85%d9%84%db%8c-%d8%b3%d8%a7%d8%ae%d8%aa-%d8%a8%d8%b1%d9%86%d8%a7%d9%85%d9%87-%da%af%d8%a7%d9%85%d8%a8%d9%87%da%af%d8%a7%d9%85\">\u0645\u0631\u0627\u062d\u0644 \u0639\u0645\u0644\u06cc \u0633\u0627\u062e\u062a \u0628\u0631\u0646\u0627\u0645\u0647 (\u06af\u0627\u0645\u200c\u0628\u0647\u200c\u06af\u0627\u0645)<\/span><\/h2>\n<p>&nbsp;<\/p>\n<h3 class=\"wp-block-heading\" id=\"h-setup\"><span id=\"1-%d8%a2%d9%85%d8%a7%d8%af%d9%87%d8%b3%d8%a7%d8%b2%db%8c-%d9%85%d8%ad%db%8c%d8%b7-%d8%aa%d9%88%d8%b3%d8%b9%d9%87\">1. \u0622\u0645\u0627\u062f\u0647\u200c\u0633\u0627\u0632\u06cc \u0645\u062d\u06cc\u0637 \u062a\u0648\u0633\u0639\u0647<\/span><\/h3>\n<p class=\"wp-block-paragraph\">\u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc \u0627\u0635\u0644\u06cc \u0645\u0648\u0631\u062f\u0646\u06cc\u0627\u0632 \u0631\u0627 \u0646\u0635\u0628 \u06a9\u0646\u06cc\u062f: Node.js\u060c npm \u0648 AWS Amplify CLI. \u0633\u067e\u0633 \u0645\u062e\u0632\u0646 \u067e\u0631\u0648\u0698\u0647 \u0631\u0627 \u06a9\u0644\u0648\u0646 \u06a9\u0631\u062f\u0647 \u0648 \u0648\u0627\u0628\u0633\u062a\u06af\u06cc\u200c\u0647\u0627 \u0631\u0627 \u0646\u0635\u0628 \u06a9\u0646\u06cc\u062f.<\/p>\n<div class=\"hcb_wrap\">\n<pre class=\"prism line-numbers lang-bash\" data-lang=\"Bash\"><code>curl -sL https:\/\/deb.nodesource.com\/setup_18.x | sudo -E bash -\r\nsudo apt-get install -y nodejs\r\nnpm install -g @aws-amplify\/cli\r\ngit clone &lt;repo&gt;\r\ncd &lt;repo&gt;\r\nnpm install<\/code><\/pre>\n<\/div>\n<p class=\"wp-block-paragraph\">\u067e\u06cc\u06a9\u0631\u0628\u0646\u062f\u06cc AWS CLI \u0648 Amplify \u0631\u0627 \u0627\u0646\u062c\u0627\u0645 \u062f\u0647\u06cc\u062f \u0648 \u067e\u0631\u0648\u0698\u0647 Amplify \u0631\u0627 \u0645\u0642\u062f\u0627\u0631\u062f\u0647\u06cc \u0627\u0648\u0644\u06cc\u0647 \u06a9\u0646\u06cc\u062f:<\/p>\n<div class=\"hcb_wrap\">\n<pre class=\"prism line-numbers lang-bash\" data-lang=\"Bash\"><code>aws configure\r\namplify configure\r\namplify init<\/code><\/pre>\n<\/div>\n<p>&nbsp;<\/p>\n<h3 class=\"wp-block-heading\" id=\"h-auth\"><span id=\"2-%d8%a7%d9%81%d8%b2%d9%88%d8%af%d9%86-%d8%a7%d8%ad%d8%b1%d8%a7%d8%b2-%d9%87%d9%88%db%8c%d8%aa-%d8%a8%d8%a7-cognito\">2. \u0627\u0641\u0632\u0648\u062f\u0646 \u0627\u062d\u0631\u0627\u0632 \u0647\u0648\u06cc\u062a \u0628\u0627 Cognito<\/span><\/h3>\n<p class=\"wp-block-paragraph\">\u0628\u0627 Amplify \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u062f \u0627\u062d\u0631\u0627\u0632 \u0647\u0648\u06cc\u062a \u0631\u0627 \u0633\u0631\u06cc\u0639 \u0627\u0636\u0627\u0641\u0647 \u06a9\u0646\u06cc\u062f. \u06af\u0632\u06cc\u0646\u0647\u200c\u0647\u0627 \u0634\u0627\u0645\u0644 \u062a\u0646\u0638\u06cc\u0645\u0627\u062a \u067e\u06cc\u0634\u200c\u0641\u0631\u0636 \u06cc\u0627 \u0634\u062e\u0635\u06cc\u200c\u0633\u0627\u0632\u06cc \u062f\u0633\u062a\u06cc \u0627\u0633\u062a. \u062f\u0631 \u0635\u0648\u0631\u062a \u0646\u06cc\u0627\u0632 \u0627\u0632 federation \u0628\u0627 Google\/Facebook \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f \u0648 \u0642\u0648\u0627\u0646\u06cc\u0646 \u0631\u0645\u0632\u060c MFA \u0648 \u062a\u0623\u06cc\u06cc\u062f \u0627\u06cc\u0645\u06cc\u0644 \u0631\u0627 \u0641\u0639\u0627\u0644 \u06a9\u0646\u06cc\u062f.<\/p>\n<div class=\"hcb_wrap\">\n<pre class=\"prism line-numbers lang-bash\" data-lang=\"Bash\"><code>amplify add auth\r\n# choose default or manual configuration\r\namplify push<\/code><\/pre>\n<\/div>\n<p>&nbsp;<\/p>\n<h3 class=\"wp-block-heading\" id=\"h-api\"><span id=\"3-%d8%a7%db%8c%d8%ac%d8%a7%d8%af-api-%d8%b3%d8%b1%d9%88%d8%b1%d9%84%d8%b3-rest-%db%8c%d8%a7-graphql\">3. \u0627\u06cc\u062c\u0627\u062f API \u0633\u0631\u0648\u0631\u0644\u0633 (REST \u06cc\u0627 GraphQL)<\/span><\/h3>\n<p class=\"wp-block-paragraph\">API \u0631\u0627 \u0628\u0627 Amplify \u0627\u0636\u0627\u0641\u0647 \u06a9\u0646\u06cc\u062f\u061b \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u062f REST \u0628\u0627 Lambda \u06cc\u0627 GraphQL \u0628\u0627 AppSync + DynamoDB \u0627\u0646\u062a\u062e\u0627\u0628 \u06a9\u0646\u06cc\u062f.<\/p>\n<div class=\"hcb_wrap\">\n<pre class=\"prism line-numbers lang-bash\" data-lang=\"Bash\"><code>amplify add api\r\n# choose REST and Lambda function template\r\namplify push<\/code><\/pre>\n<\/div>\n<p class=\"wp-block-paragraph\">\u06cc\u0627 \u0628\u0631\u0627\u06cc GraphQL:<\/p>\n<div class=\"hcb_wrap\">\n<pre class=\"prism line-numbers lang-bash\" data-lang=\"Bash\"><code>amplify add api\r\n# choose GraphQL + DynamoDB\r\namplify push<\/code><\/pre>\n<\/div>\n<p>&nbsp;<\/p>\n<h3 class=\"wp-block-heading\" id=\"h-lambda\"><span id=\"4-%d9%86%d9%88%d8%b4%d8%aa%d9%86-lambda-%da%a9%d9%87-%d8%a8%d8%a7-%d9%85%d8%af%d9%84-generative-ai-%d8%aa%d8%b9%d8%a7%d9%85%d9%84-%d9%85%db%8c%da%a9%d9%86%d8%af\">4. \u0646\u0648\u0634\u062a\u0646 Lambda \u06a9\u0647 \u0628\u0627 \u0645\u062f\u0644 Generative AI \u062a\u0639\u0627\u0645\u0644 \u0645\u06cc\u200c\u06a9\u0646\u062f<\/span><\/h3>\n<p class=\"wp-block-paragraph\">Lambda \u0646\u0642\u0634 \u0648\u0627\u0633\u0637 \u0628\u06cc\u0646 \u0641\u0631\u0627\u0646\u062a\u200c\u0627\u0646\u062f \u0648 \u0645\u062f\u0644 \u0645\u0648\u0644\u062f \u0631\u0627 \u062f\u0627\u0631\u062f. \u0627\u06af\u0631 \u0627\u0632 \u0633\u0631\u0648\u06cc\u0633 \u062e\u0627\u0631\u062c\u06cc \u0645\u0627\u0646\u0646\u062f OpenAI \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u200c\u06a9\u0646\u06cc\u062f\u060c \u06a9\u0644\u06cc\u062f API \u0631\u0627 \u0627\u0645\u0646 \u0646\u06af\u0647 \u062f\u0627\u0631\u06cc\u062f \u0648 \u062f\u0631\u062e\u0648\u0627\u0633\u062a \u0631\u0627 \u0627\u0632 \u0637\u0631\u06cc\u0642 Lambda \u0627\u0631\u0633\u0627\u0644 \u06a9\u0646\u06cc\u062f.<\/p>\n<div class=\"hcb_wrap\">\n<pre class=\"prism line-numbers lang-js\" data-lang=\"JavaScript\"><code>const fetch = require('node-fetch');\r\nexports.handler = async (event) =&gt; {\r\n  const prompt = JSON.parse(event.body).prompt;\r\n  const apiKey = process.env.OPENAI_API_KEY;\r\n  const res = await fetch('https:\/\/api.openai.com\/v1\/chat\/completions', {\r\n    method: 'POST',\r\n    headers: { 'Authorization': `Bearer ${apiKey}`, 'Content-Type': 'application\/json' },\r\n    body: JSON.stringify({\r\n      model: 'gpt-4o-mini',\r\n      messages: [{ role: 'user', content: prompt }]\r\n    })\r\n  });\r\n  const data = await res.json();\r\n  return { statusCode: 200, body: JSON.stringify(data) };\r\n};<\/code><\/pre>\n<\/div>\n[p class=&#8221;wp-block-paragraph&#8221;]\u0628\u0631\u0627\u06cc \u0645\u062d\u0631\u0645\u0627\u0646\u0647\u200c\u0633\u0627\u0632\u06cc \u06a9\u0644\u06cc\u062f\u060c \u0627\u0632 <strong>AWS Secrets Manager<\/strong> \u06cc\u0627 environment variables \u0628\u0627 encryption \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f. IAM role \u062a\u0627\u0628\u0639 Lambda \u0631\u0627 \u0637\u0648\u0631\u06cc \u0645\u062d\u062f\u0648\u062f \u06a9\u0646\u06cc\u062f \u06a9\u0647 \u062a\u0646\u0647\u0627 \u062f\u0633\u062a\u0631\u0633\u06cc \u062e\u0648\u0627\u0646\u062f\u0646 \u0628\u0647 secret \u0645\u0634\u062e\u0635 \u0631\u0627 \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u062f.[\/p]\n<p class=\"wp-block-paragraph\">\u0627\u06af\u0631 \u0645\u062f\u0644 \u0631\u0627 \u0631\u0648\u06cc \u0633\u0631\u0648\u0631 GPU \u062e\u0648\u062f \u0645\u06cc\u0632\u0628\u0627\u0646\u06cc \u0645\u06cc\u200c\u06a9\u0646\u06cc\u062f\u060c Lambda \u06cc\u0627 \u0633\u0631\u0648\u06cc\u0633 \u0628\u06a9\u200c\u0627\u0646\u062f \u062f\u0631\u062e\u0648\u0627\u0633\u062a \u0631\u0627 \u0628\u0647 endpoint \u0622\u0646 \u0627\u0631\u0633\u0627\u0644 \u0645\u06cc\u200c\u06a9\u0646\u062f:<\/p>\n<div class=\"hcb_wrap\">\n<pre class=\"prism line-numbers lang-js\" data-lang=\"JavaScript\"><code>const res = await fetch('https:\/\/gpu.example.com\/inference', {\r\n  method: 'POST',\r\n  headers: { 'Authorization': `Bearer ${process.env.MODEL_TOKEN}`, 'Content-Type': 'application\/json' },\r\n  body: JSON.stringify({ inputs: prompt })\r\n});<\/code><\/pre>\n<\/div>\n<div class=\"pk-alert pk-alert-warning\" role=\"alert\" >\n\u06a9\u0644\u06cc\u062f\u0647\u0627\u06cc API \u0631\u0627 \u0647\u0631\u06af\u0632 \u062f\u0631 \u06a9\u062f \u0641\u0631\u0627\u0646\u062a\u200c\u0627\u0646\u062f \u0642\u0631\u0627\u0631 \u0646\u062f\u0647\u06cc\u062f. \u0647\u0645\u06cc\u0634\u0647 \u0627\u0632 Secrets Manager \u06cc\u0627 \u0645\u062a\u062f\u0647\u0627\u06cc \u0627\u0645\u0646 \u0633\u0631\u0648\u0631 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f.<br \/>\n<\/div>\n<p>&nbsp;<\/p>\n<h3 class=\"wp-block-heading\" id=\"h-streaming\"><span id=\"5-%d9%be%db%8c%d8%a7%d8%af%d9%87%d8%b3%d8%a7%d8%b2%db%8c-streaming-realtime-%d8%a7%d8%ae%d8%aa%db%8c%d8%a7%d8%b1%db%8c\">5. \u067e\u06cc\u0627\u062f\u0647\u200c\u0633\u0627\u0632\u06cc Streaming\/Realtime (\u0627\u062e\u062a\u06cc\u0627\u0631\u06cc)<\/span><\/h3>\n<p class=\"wp-block-paragraph\">\u0628\u0631\u0627\u06cc \u067e\u0627\u0633\u062e\u200c\u0647\u0627\u06cc \u0637\u0648\u0644\u0627\u0646\u06cc \u06cc\u0627 \u0627\u0633\u062a\u0631\u06cc\u0645 \u062a\u0648\u06a9\u0646\u200c\u0647\u0627 \u0627\u0632 WebSocket \u06cc\u0627 Server-Sent Events \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f. \u062f\u0631 AWS \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u062f \u0627\u0632 API Gateway WebSocket \u06cc\u0627 AppSync Subscriptions \u0628\u0647\u0631\u0647 \u0628\u0628\u0631\u06cc\u062f.<\/p>\n<p>&nbsp;<\/p>\n<h3 class=\"wp-block-heading\" id=\"h-hosting\"><span id=\"6-%d9%85%db%8c%d8%b2%d8%a8%d8%a7%d9%86%db%8c-%d9%81%d8%b1%d8%a7%d9%86%d8%aa%d8%a7%d9%86%d8%af-%d8%a8%d8%a7-amplify-hosting-%d9%88-ci-cd\">6. \u0645\u06cc\u0632\u0628\u0627\u0646\u06cc \u0641\u0631\u0627\u0646\u062a\u200c\u0627\u0646\u062f \u0628\u0627 Amplify Hosting \u0648 CI\/CD<\/span><\/h3>\n<p class=\"wp-block-paragraph\">Amplify Hosting \u0627\u0645\u06a9\u0627\u0646 \u0631\u0627\u0647\u200c\u0627\u0646\u062f\u0627\u0632\u06cc CI\/CD \u0627\u0632 \u0645\u062e\u0632\u0646 Git \u0631\u0627 \u0641\u0631\u0627\u0647\u0645 \u0645\u06cc\u200c\u06a9\u0646\u062f\u061b \u0647\u0631 push \u0628\u0647 \u0634\u0627\u062e\u0647\u0654 \u0645\u0634\u062e\u0635 \u0628\u0627\u0639\u062b build \u0648 deploy \u062e\u0648\u062f\u06a9\u0627\u0631 \u0645\u06cc\u200c\u0634\u0648\u062f.<\/p>\n<div class=\"hcb_wrap\">\n<pre class=\"prism line-numbers lang-bash\" data-lang=\"Bash\"><code>amplify hosting add\r\namplify publish<\/code><\/pre>\n<\/div>\n<p>&nbsp;<\/p>\n<h2 class=\"wp-block-heading\" id=\"h-security\"><span id=\"%d8%a7%d9%85%d9%86%db%8c%d8%aa%d8%8c-%d9%85%d8%af%db%8c%d8%b1%db%8c%d8%aa-%da%a9%d9%84%db%8c%d8%af%d9%87%d8%a7-%d9%88-%d8%b3%db%8c%d8%a7%d8%b3%d8%aa%d9%87%d8%a7%db%8c-iam\">\u0627\u0645\u0646\u06cc\u062a\u060c \u0645\u062f\u06cc\u0631\u06cc\u062a \u06a9\u0644\u06cc\u062f\u0647\u0627 \u0648 \u0633\u06cc\u0627\u0633\u062a\u200c\u0647\u0627\u06cc IAM<\/span><\/h2>\n<p>&nbsp;<\/p>\n<h3 class=\"wp-block-heading\" id=\"h-secrets\"><span id=\"%d9%85%d8%af%db%8c%d8%b1%db%8c%d8%aa-%d8%a7%d8%b3%d8%b1%d8%a7%d8%b1\">\u0645\u062f\u06cc\u0631\u06cc\u062a \u0627\u0633\u0631\u0627\u0631<\/span><\/h3>\n<p class=\"wp-block-paragraph\">\u0627\u0632 <strong>AWS Secrets Manager<\/strong> \u0628\u0631\u0627\u06cc \u0646\u06af\u0647\u062f\u0627\u0631\u06cc \u06a9\u0644\u06cc\u062f API \u0648 \u0631\u0645\u0632\u0647\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f. IAM role \u0628\u0631\u0627\u06cc Lambda \u0628\u0627\u06cc\u062f \u062a\u0646\u0647\u0627 \u0634\u0627\u0645\u0644 \u062f\u0633\u062a\u0631\u0633\u06cc \u062e\u0648\u0627\u0646\u062f\u0646 \u0628\u0647 secret \u0645\u0634\u062e\u0635 \u0628\u0627\u0634\u062f.<\/p>\n<p>&nbsp;<\/p>\n<h3 class=\"wp-block-heading\" id=\"h-iam\"><span id=\"%d8%b3%db%8c%d8%a7%d8%b3%d8%aa%d9%87%d8%a7%db%8c-iam-%d9%86%d9%85%d9%88%d9%86%d9%87\">\u0633\u06cc\u0627\u0633\u062a\u200c\u0647\u0627\u06cc IAM \u0646\u0645\u0648\u0646\u0647<\/span><\/h3>\n<p class=\"wp-block-paragraph\">\u0646\u0645\u0648\u0646\u0647 policy \u062d\u062f\u0627\u0642\u0644\u06cc \u06a9\u0647 \u0628\u0647 Lambda \u0627\u062c\u0627\u0632\u0647 \u062e\u0648\u0627\u0646\u062f\u0646 \u06cc\u06a9 Secret \u0645\u0634\u062e\u0635 \u0631\u0627 \u0645\u06cc\u200c\u062f\u0647\u062f:<\/p>\n<div class=\"hcb_wrap\">\n<pre class=\"prism line-numbers lang-js\" data-lang=\"JavaScript\"><code>{\r\n  \"Version\": \"2012-10-17\",\r\n  \"Statement\": [\r\n    {\r\n      \"Effect\": \"Allow\",\r\n      \"Action\": \"secretsmanager:GetSecretValue\",\r\n      \"Resource\": \"arn:aws:secretsmanager:region:acct-id:secret:myOpenAIKey\"\r\n    }\r\n  ]\r\n}<\/code><\/pre>\n<\/div>\n<p>&nbsp;<\/p>\n<h3 class=\"wp-block-heading\" id=\"h-protection\"><span id=\"%d9%85%d8%ad%d8%a7%d9%81%d8%b8%d8%aa-%d8%af%d8%b1-%d8%a8%d8%b1%d8%a7%d8%a8%d8%b1-%d8%ad%d9%85%d9%84%d8%a7%d8%aa-%d9%88-%d8%a7%db%8c%d9%85%d9%86%db%8c-%d9%85%d8%ad%d8%aa%d9%88%d8%a7\">\u0645\u062d\u0627\u0641\u0638\u062a \u062f\u0631 \u0628\u0631\u0627\u0628\u0631 \u062d\u0645\u0644\u0627\u062a \u0648 \u0627\u06cc\u0645\u0646\u06cc \u0645\u062d\u062a\u0648\u0627<\/span><\/h3>\n<p class=\"wp-block-paragraph\">\u0628\u0631\u0627\u06cc \u0645\u062d\u0627\u0641\u0638\u062a \u0627\u0632 \u0627\u067e\u0644\u06cc\u06a9\u06cc\u0634\u0646:<\/p>\n<ul>\n<li>\u0641\u0639\u0627\u0644\u200c\u0633\u0627\u0632\u06cc <strong>AWS WAF<\/strong> \u0628\u0631\u0627\u06cc \u0628\u0644\u0627\u06a9 \u06a9\u0631\u062f\u0646 \u0631\u06cc\u06a9\u0648\u0626\u0633\u062a\u200c\u0647\u0627\u06cc \u0645\u062e\u0631\u0628.<\/li>\n<li>\u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 <strong>AWS Shield<\/strong> (Standard \u0628\u0647\u200c\u0635\u0648\u0631\u062a \u067e\u06cc\u0634\u200c\u0641\u0631\u0636\u060c \u0628\u0631\u0627\u06cc \u0645\u062d\u0627\u0641\u0638\u062a \u0628\u06cc\u0634\u062a\u0631 \u0627\u0632 Shield Advanced).<\/li>\n<li>\u062f\u0631 \u0633\u0637\u062d API \u0627\u0632 rate-limiting \u0648 usage plans \u062f\u0631 API Gateway \u0628\u0647\u0631\u0647 \u0628\u0628\u0631\u06cc\u062f.<\/li>\n<li><strong>Content moderation<\/strong> \u0628\u0631\u0627\u06cc \u062e\u0631\u0648\u062c\u06cc\u200c\u0647\u0627\u06cc \u0645\u0648\u0644\u062f: \u0628\u0631\u0631\u0633\u06cc \u0648 \u0641\u06cc\u0644\u062a\u0631 \u06a9\u0631\u062f\u0646 \u067e\u0627\u0633\u062e\u200c\u0647\u0627 \u0628\u0627 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc moderation (OpenAI\/HuggingFace).<\/li>\n<\/ul>\n<div class=\"pk-alert pk-alert-danger\" role=\"alert\" >\n\u0647\u0645\u06cc\u0634\u0647 \u062e\u0631\u0648\u062c\u06cc\u200c\u0647\u0627\u06cc \u0645\u0648\u0644\u062f \u0631\u0627 \u067e\u06cc\u0634 \u0627\u0632 \u0646\u0645\u0627\u06cc\u0634 \u0628\u0647 \u06a9\u0627\u0631\u0628\u0631 \u0628\u0631\u0631\u0633\u06cc \u0648 \u0641\u06cc\u0644\u062a\u0631 \u06a9\u0646\u06cc\u062f \u062a\u0627 \u0627\u0632 \u0627\u0646\u062a\u0634\u0627\u0631 \u0645\u062d\u062a\u0648\u0627\u06cc \u0622\u0633\u06cc\u0628\u200c\u0632\u0646\u0646\u062f\u0647 \u06cc\u0627 \u0645\u062d\u0631\u0645\u0627\u0646\u0647 \u062c\u0644\u0648\u06af\u06cc\u0631\u06cc \u0634\u0648\u062f.<br \/>\n<\/div>\n<p>&nbsp;<\/p>\n<h2 class=\"wp-block-heading\" id=\"h-region\"><span id=\"%d8%a7%d9%86%d8%aa%d8%ae%d8%a7%d8%a8-%d9%84%d9%88%da%a9%db%8c%d8%b4%d9%86-%d8%af%db%8c%d8%aa%d8%a7%d8%b3%d9%86%d8%aa%d8%b1-%d9%88-%d9%85%d9%82%d8%a7%db%8c%d8%b3%d9%87-%d8%a8%d8%b1%d8%a7%db%8c-latency\">\u0627\u0646\u062a\u062e\u0627\u0628 \u0644\u0648\u06a9\u06cc\u0634\u0646 \u062f\u06cc\u062a\u0627\u0633\u0646\u062a\u0631 \u0648 \u0645\u0642\u0627\u06cc\u0633\u0647 \u0628\u0631\u0627\u06cc Latency \u0648 Compliance<\/span><\/h2>\n<p class=\"wp-block-paragraph\">\u0627\u0646\u062a\u062e\u0627\u0628 Region \u0645\u0646\u0627\u0633\u0628 \u0628\u0631 \u0627\u0633\u0627\u0633 \u062a\u0648\u0632\u06cc\u0639 \u06a9\u0627\u0631\u0628\u0631\u0627\u0646 \u0648 \u0627\u0644\u0632\u0627\u0645\u0627\u062a \u0642\u0627\u0646\u0648\u0646\u06cc \u0627\u0647\u0645\u06cc\u062a \u062f\u0627\u0631\u062f. \u0646\u06a9\u0627\u062a \u0631\u0627\u06cc\u062c:<\/p>\n<ul>\n<li><strong>us-east-1:<\/strong> \u0633\u0631\u06cc\u0639 \u0628\u0631\u0627\u06cc \u0622\u0645\u0631\u06cc\u06a9\u0627\u06cc \u0634\u0645\u0627\u0644\u06cc \u0648 \u0647\u0632\u06cc\u0646\u0647\u200c\u0647\u0627\u06cc \u067e\u0627\u06cc\u06cc\u0646\u200c\u062a\u0631 \u0628\u0631\u0627\u06cc \u0633\u0631\u0648\u06cc\u0633\u200c\u0647\u0627\u06cc \u067e\u0627\u06cc\u0647.<\/li>\n<li><strong>eu-west-1:<\/strong> \u0645\u0646\u0627\u0633\u0628 \u0627\u0631\u0648\u067e\u0627 \u0628\u0627 \u0642\u0648\u0627\u0646\u06cc\u0646 \u062d\u0631\u06cc\u0645 \u062e\u0635\u0648\u0635\u06cc \u0633\u062e\u062a\u200c\u062a\u0631.<\/li>\n<li><strong>ap-southeast-1 \/ ap-northeast-1:<\/strong> \u0645\u0646\u0627\u0637\u0642 \u0622\u0633\u06cc\u0627\u06cc\u06cc \u0628\u0631\u0627\u06cc \u06a9\u0627\u0631\u0628\u0631\u0627\u0646 \u062f\u0631 \u0622\u0646 \u0642\u0627\u0631\u0647.<\/li>\n<\/ul>\n<p class=\"wp-block-paragraph\">\u0628\u0631\u0627\u06cc \u06a9\u0627\u0631\u0628\u0631\u0627\u0646 \u062a\u0648\u0632\u06cc\u0639\u200c\u0634\u062f\u0647 \u0627\u0632 CDN (CloudFront) \u0648 \u062a\u0648\u0632\u06cc\u0639 \u0645\u062f\u0644 \u062f\u0631 \u0686\u0646\u062f Region \u06cc\u0627 edge inference \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f.<\/p>\n<p class=\"wp-block-paragraph\">\u0627\u06af\u0631 \u0646\u06cc\u0627\u0632 \u0628\u0647 <strong>\u062a\u0623\u062e\u06cc\u0631 \u0628\u0633\u06cc\u0627\u0631 \u067e\u0627\u06cc\u06cc\u0646<\/strong> \u06cc\u0627 \u06a9\u0646\u062a\u0631\u0644 \u06a9\u0627\u0645\u0644 \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u062f\u0627\u0631\u06cc\u062f\u060c \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u062f \u0645\u062f\u0644 \u0631\u0627 \u0631\u0648\u06cc \u0633\u0631\u0648\u0631 GPU \u0634\u0631\u06a9\u062a \u0628\u0627 \u0628\u06cc\u0634 \u0627\u0632 85+ \u0644\u0648\u06a9\u06cc\u0634\u0646 \u0645\u06cc\u0632\u0628\u0627\u0646\u06cc \u06a9\u0646\u06cc\u062f \u06a9\u0647 \u0645\u0632\u0627\u06cc\u0627\u06cc \u06a9\u0627\u0647\u0634 latency\u060c \u06a9\u0646\u062a\u0631\u0644 \u062f\u0627\u062f\u0647 \u0648 \u0627\u0645\u06a9\u0627\u0646\u0627\u062a anti-DDoS \u0633\u062e\u062a\u200c\u0627\u0641\u0632\u0627\u0631\u06cc \u0631\u0627 \u0641\u0631\u0627\u0647\u0645 \u0645\u06cc\u200c\u06a9\u0646\u062f.<\/p>\n<p>&nbsp;<\/p>\n<h2 class=\"wp-block-heading\" id=\"h-hosting-compare\"><span id=\"%d9%85%db%8c%d8%b2%d8%a8%d8%a7%d9%86%db%8c-%d9%85%d8%af%d9%84-cloud-gpu-vs-managed-api-%d9%85%d8%b2%d8%a7%db%8c%d8%a7-%d9%88-%d9%85%d8%b9%d8%a7%db%8c%d8%a8\">\u0645\u06cc\u0632\u0628\u0627\u0646\u06cc \u0645\u062f\u0644 \u2014 Cloud GPU vs. Managed API (\u0645\u0632\u0627\u06cc\u0627 \u0648 \u0645\u0639\u0627\u06cc\u0628)<\/span><\/h2>\n<p class=\"wp-block-paragraph\">\u0645\u0642\u0627\u06cc\u0633\u0647\u0654 \u06a9\u0644\u06cc \u0628\u06cc\u0646 \u0633\u0631\u0648\u06cc\u0633\u200c\u0647\u0627\u06cc Managed \u0648 Self-hosted \u0631\u0648\u06cc GPU:<\/p>\n<ul>\n<li><strong>Managed (OpenAI\/Bedrock\/Hugging Face):<\/strong>\n<ul>\n<li><strong>\u0645\u0632\u0627\u06cc\u0627:<\/strong> \u0646\u06af\u0647\u062f\u0627\u0631\u06cc \u0635\u0641\u0631\u060c \u0622\u067e\u062f\u06cc\u062a \u0645\u062f\u0644 \u0633\u0627\u062f\u0647\u060c \u062f\u0633\u062a\u0631\u0633\u06cc \u0633\u0631\u06cc\u0639.<\/li>\n<li><strong>\u0645\u0639\u0627\u06cc\u0628:<\/strong> \u0647\u0632\u06cc\u0646\u0647\u0654 \u0647\u0631 \u062f\u0631\u062e\u0648\u0627\u0633\u062a\u060c \u0646\u06af\u0631\u0627\u0646\u06cc\u200c\u0647\u0627\u06cc \u062d\u0631\u06cc\u0645 \u062e\u0635\u0648\u0635\u06cc.<\/li>\n<\/ul>\n<\/li>\n<li><strong>Self-hosted on GPU:<\/strong>\n<ul>\n<li><strong>\u0645\u0632\u0627\u06cc\u0627:<\/strong> \u0647\u0632\u06cc\u0646\u0647\u0654 \u062b\u0627\u0628\u062a \u0633\u0631\u0648\u0631\u060c \u06a9\u0646\u062a\u0631\u0644 \u06a9\u0627\u0645\u0644\u060c \u062a\u0646\u0638\u06cc\u0645\u0627\u062a \u0627\u062e\u062a\u0635\u0627\u0635\u06cc\u060c \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0633\u0631\u0648\u0631\u0647\u0627\u06cc \u06af\u0631\u0627\u0641\u06cc\u06a9\u06cc \u0645\u0627 \u0628\u0631\u0627\u06cc \u0631\u0646\u062f\u0631 \u0648 AI.<\/li>\n<li><strong>\u0645\u0639\u0627\u06cc\u0628:<\/strong> \u0646\u06cc\u0627\u0632 \u0628\u0647 \u0645\u062f\u06cc\u0631\u06cc\u062a \u0648 \u0645\u0627\u0646\u06cc\u062a\u0648\u0631\u06cc\u0646\u06af\u060c \u0645\u0642\u06cc\u0627\u0633\u200c\u067e\u0630\u06cc\u0631\u06cc \u062f\u0633\u062a\u06cc.<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<p class=\"wp-block-paragraph\"><strong>\u062a\u0648\u0635\u06cc\u0647:<\/strong> \u0628\u0631\u0627\u06cc PoC \u0627\u0632 Managed \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f\u061b \u0628\u0631\u0627\u06cc \u062d\u062c\u0645 \u0628\u0627\u0644\u0627 \u0648 \u0646\u06cc\u0627\u0632 \u0628\u0647 \u06a9\u0645\u062a\u0631\u06cc\u0646 \u062a\u0623\u062e\u06cc\u0631 \u0628\u0647 \u0633\u0631\u0648\u0631 GPU \u0645\u0647\u0627\u062c\u0631\u062a \u06a9\u0646\u06cc\u062f.<\/p>\n<p>&nbsp;<\/p>\n<h2 class=\"wp-block-heading\" id=\"h-optimization\"><span id=\"%d8%a8%d9%87%db%8c%d9%86%d9%87%d8%b3%d8%a7%d8%b2%db%8c-%d8%b9%d9%85%d9%84%da%a9%d8%b1%d8%af-%d9%88-%d9%87%d8%b2%db%8c%d9%86%d9%87\">\u0628\u0647\u06cc\u0646\u0647\u200c\u0633\u0627\u0632\u06cc \u0639\u0645\u0644\u06a9\u0631\u062f \u0648 \u0647\u0632\u06cc\u0646\u0647<\/span><\/h2>\n<ul>\n<li><strong>\u06a9\u0634 \u06a9\u0631\u062f\u0646:<\/strong> \u062e\u0631\u0648\u062c\u06cc\u200c\u0647\u0627\u06cc \u063a\u06cc\u0631\u062d\u0633\u0627\u0633 \u0631\u0627 \u062f\u0631 CloudFront \u06cc\u0627 Redis\/ElastiCache \u06a9\u0634 \u06a9\u0646\u06cc\u062f.<\/li>\n<li><strong>\u0627\u0646\u062a\u062e\u0627\u0628 \u0645\u062f\u0644:<\/strong> \u0627\u0632 \u06a9\u0648\u0686\u06a9\u200c\u062a\u0631\u06cc\u0646 \u0645\u062f\u0644 \u0645\u0645\u06a9\u0646 \u0628\u0631\u0627\u06cc \u0646\u06cc\u0627\u0632\u0647\u0627\u06cc \u0648\u0627\u0642\u0639\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f (distilled \u06cc\u0627 quantized).<\/li>\n<li><strong>\u0645\u062d\u062f\u0648\u062f\u06cc\u062a Lambda:<\/strong> \u0628\u0631\u0627\u06cc inference \u0637\u0648\u0644\u0627\u0646\u06cc \u0627\u0632 ECS\/EKS \u06cc\u0627 \u0633\u0631\u0648\u0631 GPU \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f \u0686\u0648\u0646 Lambda \u0645\u062d\u062f\u0648\u062f\u06cc\u062a \u0632\u0645\u0627\u0646\/CPU \u062f\u0627\u0631\u062f.<\/li>\n<li><strong>\u0645\u0627\u0646\u06cc\u062a\u0648\u0631\u06cc\u0646\u06af:<\/strong> CloudWatch \u0628\u0631\u0627\u06cc \u0644\u0627\u06af \u0648 \u0645\u062a\u0631\u06cc\u06a9\u060c X-Ray \u0628\u0631\u0627\u06cc tracing.<\/li>\n<li><strong>\u0635\u0631\u0641\u0647\u200c\u062c\u0648\u06cc\u06cc \u0647\u0632\u06cc\u0646\u0647:<\/strong> \u0631\u0632\u0631\u0648 \u06cc\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 instance\u0647\u0627\u06cc Reserved \u06cc\u0627 \u0633\u0631\u0648\u0631\u0647\u0627\u06cc \u0627\u062e\u062a\u0635\u0627\u0635\u06cc GPU \u0628\u0631\u0627\u06cc inference \u0628\u0644\u0646\u062f\u0645\u062f\u062a.<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<h3 class=\"wp-block-heading\" id=\"h-nginx-example\"><span id=\"%d9%85%d8%ab%d8%a7%d9%84-%d9%be%db%8c%da%a9%d8%b1%d8%a8%d9%86%d8%af%db%8c-nginx-reverse-proxy-%d8%a8%d9%87-triton-on-gpu\">\u0645\u062b\u0627\u0644 \u067e\u06cc\u06a9\u0631\u0628\u0646\u062f\u06cc Nginx reverse proxy \u0628\u0647 Triton on GPU<\/span><\/h3>\n<p class=\"wp-block-paragraph\">\u0627\u06af\u0631 \u0645\u062f\u0644 \u0631\u0648\u06cc \u06cc\u06a9 \u0633\u0631\u0648\u0631 GPU \u0627\u062c\u0631\u0627 \u0645\u06cc\u200c\u0634\u0648\u062f\u060c \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u062f \u06cc\u06a9 reverse proxy \u0628\u0627 Nginx \u062a\u0646\u0638\u06cc\u0645 \u06a9\u0646\u06cc\u062f:<\/p>\n<div class=\"hcb_wrap\">\n<pre class=\"prism line-numbers lang-html\" data-lang=\"HTML\"><code>server {\r\n    listen 443 ssl;\r\n    server_name ai.example.com;\r\n    location \/ {\r\n      proxy_pass http:\/\/127.0.0.1:8000;\r\n      proxy_set_header Host $host;\r\n      proxy_set_header X-Real-IP $remote_addr;\r\n    }\r\n  }<\/code><\/pre>\n<\/div>\n<p>&nbsp;<\/p>\n<h2 class=\"wp-block-heading\" id=\"h-privacy\"><span id=\"%d9%86%da%a9%d8%a7%d8%aa-%d8%a7%d9%85%d9%86%db%8c%d8%aa%db%8c-%d9%86%d9%87%d8%a7%db%8c%db%8c-%d9%88-%d8%b1%d8%b9%d8%a7%db%8c%d8%aa-%d8%ad%d8%b1%db%8c%d9%85-%d8%ae%d8%b5%d9%88%d8%b5%db%8c\">\u0646\u06a9\u0627\u062a \u0627\u0645\u0646\u06cc\u062a\u06cc \u0646\u0647\u0627\u06cc\u06cc \u0648 \u0631\u0639\u0627\u06cc\u062a \u062d\u0631\u06cc\u0645 \u062e\u0635\u0648\u0635\u06cc<\/span><\/h2>\n<p class=\"wp-block-paragraph\">\u0686\u0646\u062f \u062a\u0648\u0635\u06cc\u0647 \u0639\u0645\u0644\u06cc \u0628\u0631\u0627\u06cc \u0645\u062d\u0627\u0641\u0638\u062a \u0627\u0632 \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0648 \u0631\u0639\u0627\u06cc\u062a \u0642\u0648\u0627\u0646\u06cc\u0646:<\/p>\n<ul>\n<li><strong>\u0644\u0627\u06af\u06cc\u0646\u06af \u062d\u0633\u0627\u0633:<\/strong> \u0627\u0632 \u0630\u062e\u06cc\u0631\u0647 \u0645\u0633\u062a\u0642\u06cc\u0645 prompt\u0647\u0627\u06cc \u062d\u0633\u0627\u0633 \u062e\u0648\u062f\u062f\u0627\u0631\u06cc \u06a9\u0646\u06cc\u062f \u06cc\u0627 \u0622\u0646\u200c\u0647\u0627 \u0631\u0627 \u0631\u0645\u0632\u0646\u06af\u0627\u0631\u06cc \u0646\u0645\u0627\u06cc\u06cc\u062f.<\/li>\n<li><strong>\u0646\u06af\u0647\u062f\u0627\u0631\u06cc \u062f\u0627\u062f\u0647\u200c\u0647\u0627:<\/strong> \u0627\u0644\u0632\u0627\u0645\u0627\u062a GDPR\/PDPA \u0631\u0627 \u0628\u0631\u0631\u0633\u06cc \u06a9\u0646\u06cc\u062f\u061b \u062f\u0631 \u0635\u0648\u0631\u062a \u0646\u06cc\u0627\u0632 \u0627\u0632 \u0644\u0648\u06a9\u06cc\u0634\u0646\u200c\u0647\u0627\u06cc \u062e\u0627\u0635 (data residency) \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f.<\/li>\n<li><strong>\u0648\u0631\u0648\u062f\u06cc\/\u062e\u0631\u0648\u062c\u06cc:<\/strong> \u0628\u0631\u0627\u06cc \u062c\u0644\u0648\u06af\u06cc\u0631\u06cc \u0627\u0632 \u062a\u0632\u0631\u06cc\u0642 prompt \u0648 data exfiltration \u0627\u0632 validation \u0648 sanitization \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f.<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<h2 class=\"wp-block-heading\" id=\"h-usecases\"><span id=\"%d9%86%d9%85%d9%88%d9%86%d9%87-%da%a9%d8%a7%d8%b1%d8%a8%d8%b1%d8%af%d9%87%d8%a7-%d9%88-%d8%b3%d9%86%d8%a7%d8%b1%db%8c%d9%88%d9%87%d8%a7\">\u0646\u0645\u0648\u0646\u0647 \u06a9\u0627\u0631\u0628\u0631\u062f\u0647\u0627 \u0648 \u0633\u0646\u0627\u0631\u06cc\u0648\u0647\u0627<\/span><\/h2>\n<ul>\n<li>\u0627\u067e\u0644\u06cc\u06a9\u06cc\u0634\u0646 \u062a\u0648\u0644\u06cc\u062f \u0645\u062d\u062a\u0648\u0627 \u0648 \u0648\u06cc\u0631\u0627\u06cc\u0634\u06af\u0631 \u0645\u062a\u0646 \u0628\u0627 suggestion \u0648 summarization.<\/li>\n<li>\u0686\u062a\u200c\u0628\u0627\u062a \u0647\u0648\u0634\u0645\u0646\u062f \u0628\u0627 context session \u06a9\u0647 \u062f\u0631 DynamoDB \u0630\u062e\u06cc\u0631\u0647 \u0645\u06cc\u200c\u0634\u0648\u062f.<\/li>\n<li>\u0627\u0628\u0632\u0627\u0631 \u06a9\u062f\u0646\u0648\u06cc\u0633\u06cc \u0647\u0648\u0634\u0645\u0646\u062f \u0628\u0631\u0627\u06cc \u062a\u0648\u0633\u0639\u0647\u200c\u062f\u0647\u0646\u062f\u06af\u0627\u0646 \u0628\u0627 auto-complete \u0648 refactor suggestions.<\/li>\n<li>\u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc \u0631\u0646\u062f\u0631\u06cc\u0646\u06af \u062a\u0631\u06a9\u06cc\u0628\u06cc AI \u06a9\u0647 \u0627\u0632 \u0633\u0631\u0648\u0631 GPU \u0628\u0631\u0627\u06cc \u067e\u0631\u062f\u0627\u0632\u0634 \u062a\u0635\u0627\u0648\u06cc\u0631 \u0648 \u0648\u06cc\u062f\u0626\u0648 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f.<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<h2 class=\"wp-block-heading\" id=\"h-deployment-tips\"><span id=\"%d9%86%da%a9%d8%a7%d8%aa-%d8%b9%d9%85%d9%84%db%8c-%d8%a8%d8%b1%d8%a7%db%8c-%d8%a7%d8%b3%d8%aa%d9%82%d8%b1%d8%a7%d8%b1-%d8%af%d8%b1-%d8%b4%d8%b1%da%a9%d8%aa-%d9%85%d8%a7-%d8%a8%d8%a7-85-%d9%84%d9%88\">\u0646\u06a9\u0627\u062a \u0639\u0645\u0644\u06cc \u0628\u0631\u0627\u06cc \u0627\u0633\u062a\u0642\u0631\u0627\u0631 \u062f\u0631 \u0634\u0631\u06a9\u062a \u0645\u0627 (\u0628\u0627 85+ \u0644\u0648\u06a9\u06cc\u0634\u0646)<\/span><\/h2>\n<p class=\"wp-block-paragraph\">\u0646\u06a9\u0627\u062a \u0639\u0645\u0644\u06cc \u0628\u0631\u0627\u06cc \u06a9\u0627\u0647\u0634 latency \u0648 \u0628\u0647\u06cc\u0646\u0647\u200c\u0633\u0627\u0632\u06cc \u062a\u062c\u0631\u0628\u0647 \u06a9\u0627\u0631\u0628\u0631\u06cc \u062f\u0631 \u0633\u0637\u0648\u062d \u062c\u0647\u0627\u0646\u06cc:<\/p>\n<ul>\n<li>\u0628\u0631\u0627\u06cc \u06a9\u0627\u0631\u0628\u0631\u0627\u0646 \u062f\u0631 \u0627\u0631\u0648\u067e\u0627\u060c \u0622\u0633\u06cc\u0627 \u06cc\u0627 \u0622\u0645\u0631\u06cc\u06a9\u0627\u06cc \u0644\u0627\u062a\u06cc\u0646 \u0627\u0632 \u0644\u0648\u06a9\u06cc\u0634\u0646\u200c\u0647\u0627\u06cc \u0646\u0632\u062f\u06cc\u06a9 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f \u062a\u0627 p99 latency \u06a9\u0627\u0647\u0634 \u06cc\u0627\u0628\u062f.<\/li>\n<li>\u0628\u0631\u0627\u06cc \u062a\u0631\u06cc\u062f\u06cc\u0646\u06af \u0648 \u06af\u06cc\u0645\u06cc\u0646\u06af \u0627\u0632 VPS \u0645\u062e\u0635\u0648\u0635 \u062a\u0631\u06cc\u062f \u0648 VPS \u06af\u06cc\u0645 \u0628\u0627 Anti-DDoS \u0648 BGP Anycast \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f \u062a\u0627 \u067e\u06cc\u0646\u06af \u0648 packet loss \u06a9\u0627\u0647\u0634 \u06cc\u0627\u0628\u062f.<\/li>\n<li>\u0628\u0631\u0627\u06cc \u0622\u0645\u0648\u0632\u0634 \u0648 inference \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0628\u0632\u0631\u06af \u0627\u0632 \u0633\u0631\u0648\u0631 \u06af\u0631\u0627\u0641\u06cc\u06a9\u06cc (GPU Cloud) \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f \u062a\u0627 \u0647\u0632\u06cc\u0646\u0647 \u0648 \u062a\u0623\u062e\u06cc\u0631 \u0628\u0647\u06cc\u0646\u0647 \u0634\u0648\u062f.<\/li>\n<li>\u0627\u0632 \u0634\u0628\u06a9\u0647 \u0648 CDN \u0628\u0631\u0627\u06cc \u062a\u0648\u0632\u06cc\u0639 \u0645\u062d\u062a\u0648\u0627 \u0648 \u06a9\u0627\u0647\u0634 \u0632\u0645\u0627\u0646 \u0628\u0627\u0631\u06af\u0630\u0627\u0631\u06cc \u0628\u0647\u0631\u0647 \u0628\u0628\u0631\u06cc\u062f.<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<h2 class=\"wp-block-heading\" id=\"h-checklist\"><span id=\"%d8%ac%d9%85%d8%b9%d8%a8%d9%86%d8%af%db%8c-%d9%88-%da%86%da%a9%d9%84%db%8c%d8%b3%d8%aa-%d8%b3%d8%b1%db%8c%d8%b9-%d9%82%d8%a8%d9%84-%d8%a7%d8%b2-%d9%84%d8%a7%d9%86%da%86\">\u062c\u0645\u0639\u200c\u0628\u0646\u062f\u06cc \u0648 \u0686\u06a9\u200c\u0644\u06cc\u0633\u062a \u0633\u0631\u06cc\u0639 \u0642\u0628\u0644 \u0627\u0632 \u0644\u0627\u0646\u0686<\/span><\/h2>\n<ul>\n<li>Amplify Hosting \u0648 CI \u0641\u0639\u0627\u0644 \u0628\u0627\u0634\u0646\u062f.<\/li>\n<li>Cognito \u0628\u0631\u0627\u06cc auth \u067e\u06cc\u06a9\u0631\u0628\u0646\u062f\u06cc \u0634\u062f\u0647 \u0648 MFA \u062f\u0631 \u0635\u0648\u0631\u062a \u0646\u06cc\u0627\u0632 \u0641\u0639\u0627\u0644 \u0628\u0627\u0634\u062f.<\/li>\n<li>Lambda \u0627\u0645\u0646 \u0628\u0627 \u062f\u0633\u062a\u0631\u0633\u06cc \u062d\u062f\u0627\u0642\u0644\u06cc \u0648 Secrets Manager \u062a\u0646\u0638\u06cc\u0645 \u0634\u062f\u0647 \u0628\u0627\u0634\u062f.<\/li>\n<li>WAF \u0648 rate-limiting \u0628\u0631\u0627\u06cc API \u0627\u0639\u0645\u0627\u0644 \u0634\u062f\u0647 \u0628\u0627\u0634\u062f.<\/li>\n<li>CDN \u0648 caching \u0628\u0631\u0627\u06cc \u06a9\u0627\u0647\u0634 \u0645\u0635\u0631\u0641 \u0648 latency \u0641\u0639\u0627\u0644 \u0628\u0627\u0634\u062f.<\/li>\n<li>\u0644\u0648\u06a9\u06cc\u0634\u0646 \u0645\u0646\u0627\u0633\u0628 \u0628\u0631 \u0627\u0633\u0627\u0633 \u06a9\u0627\u0631\u0628\u0631\u0627\u0646 \u0647\u062f\u0641 \u0648 \u0646\u06cc\u0627\u0632\u0647\u0627\u06cc \u0642\u0627\u0646\u0648\u0646\u06cc \u0627\u0646\u062a\u062e\u0627\u0628 \u0634\u062f\u0647 \u0628\u0627\u0634\u062f.<\/li>\n<li>\u0628\u0631\u0646\u0627\u0645\u0647\u0654 \u0645\u0627\u0646\u06cc\u062a\u0648\u0631\u06cc\u0646\u06af \u0648 alert (CloudWatch + Slack\/Email) \u062a\u0646\u0638\u06cc\u0645 \u0634\u062f\u0647 \u0628\u0627\u0634\u062f.<\/li>\n<li>\u062a\u0633\u062a load \u0648 penetration \u0642\u0628\u0644 \u0627\u0632 \u0644\u0627\u0646\u0686 \u0639\u0645\u0648\u0645\u06cc \u0627\u0646\u062c\u0627\u0645 \u0634\u0648\u062f.<\/li>\n<\/ul>\n<div class=\"pk-alert pk-alert-success\" role=\"alert\" >\n\u0627\u06af\u0631 \u0628\u0631\u0627\u06cc Proof of Concept \u0628\u0647 \u0633\u0631\u0639\u062a \u0627\u062c\u0631\u0627 \u0646\u06cc\u0627\u0632 \u062f\u0627\u0631\u06cc\u062f \u0627\u0632 \u0633\u0631\u0648\u06cc\u0633\u200c\u0647\u0627\u06cc Managed \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f \u0648 \u0628\u0631\u0627\u06cc \u062a\u0648\u0644\u06cc\u062f \u0648 \u0645\u0642\u06cc\u0627\u0633 \u0628\u0647 \u0633\u0631\u0648\u0631\u0647\u0627\u06cc GPU \u0627\u062e\u062a\u0635\u0627\u0635\u06cc \u0645\u0647\u0627\u062c\u0631\u062a \u06a9\u0646\u06cc\u062f.<br \/>\n<\/div>\n<p>&nbsp;<\/p>\n<h2 class=\"wp-block-heading\" id=\"h-contactish\"><span id=\"%da%af%d8%b2%db%8c%d9%86%d9%87%d9%87%d8%a7%db%8c-%d9%be%d8%b4%d8%aa%db%8c%d8%a8%d8%a7%d9%86%db%8c-%d9%88-%d9%85%d8%b4%d8%a7%d9%88%d8%b1%d9%87-%d9%81%d9%86%db%8c\">\u06af\u0632\u06cc\u0646\u0647\u200c\u0647\u0627\u06cc \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0648 \u0645\u0634\u0627\u0648\u0631\u0647 \u0641\u0646\u06cc<\/span><\/h2>\n<p class=\"wp-block-paragraph\">\u0628\u0631\u0627\u06cc \u06a9\u0645\u06a9 \u062f\u0631 \u0627\u0646\u062a\u062e\u0627\u0628 \u0628\u0647\u062a\u0631\u06cc\u0646 \u062a\u0631\u06a9\u06cc\u0628 Region\u060c GPU \u0648 \u0634\u0628\u06a9\u0647 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u062f \u0627\u0632 \u067e\u0644\u0646\u200c\u0647\u0627\u06cc \u0645\u06cc\u0632\u0628\u0627\u0646\u06cc \u0648 \u0633\u0631\u0648\u0631\u0647\u0627\u06cc \u06af\u0631\u0627\u0641\u06cc\u06a9\u06cc \u0628\u0627 \u0628\u06cc\u0634 \u0627\u0632 85 \u0644\u0648\u06a9\u06cc\u0634\u0646 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f. \u062a\u06cc\u0645 \u0641\u0646\u06cc \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u062f\u0631 \u0645\u0647\u0627\u062c\u0631\u062a \u0645\u062f\u0644\u200c\u0647\u0627 \u0648 \u062a\u0646\u0638\u06cc\u0645 CI\/CD \u0631\u0627\u0647\u0646\u0645\u0627\u06cc\u06cc \u0627\u0631\u0627\u0626\u0647 \u062f\u0647\u062f.<\/p>\n<div class=\"pk-alert pk-alert-info\" role=\"alert\" >\n\u062a\u0648\u0635\u06cc\u0647 \u0645\u06cc\u200c\u0634\u0648\u062f \u067e\u06cc\u0634 \u0627\u0632 \u062a\u0635\u0645\u06cc\u0645\u200c\u06af\u06cc\u0631\u06cc \u0646\u0647\u0627\u06cc\u06cc \u0646\u06cc\u0627\u0632\u0645\u0646\u062f\u06cc\u200c\u0647\u0627\u06cc latency\u060c \u0647\u0632\u06cc\u0646\u0647 \u0648 \u062d\u0631\u06cc\u0645 \u062e\u0635\u0648\u0635\u06cc \u0631\u0627 \u0628\u0647\u200c\u0635\u0648\u0631\u062a \u06a9\u0645\u06cc \u0628\u0631\u0631\u0633\u06cc \u06a9\u0646\u06cc\u062f.<br \/>\n<\/div>\n<p>&nbsp;<\/p>\n<h2 class=\"wp-block-heading\" id=\"h-faq\"><span id=\"%d8%b3%d8%a4%d8%a7%d9%84%d8%a7%d8%aa-%d9%85%d8%aa%d8%af%d8%a7%d9%88%d9%84\">\u0633\u0624\u0627\u0644\u0627\u062a \u0645\u062a\u062f\u0627\u0648\u0644<\/span><\/h2>\n<div id=\"collapsibles-6a03a9cf878cd\" class=\"pk-collapsibles\" role=\"tablist\" aria-multiselectable=\"true\">\n<div class=\"pk-collapsible pk-card \">\n\t\t\t<div class=\"pk-card-header\" role=\"tab\" id=\"card-6a03a9cf8782a\">\n\t\t\t\t<h6 class=\"pk-card-title pk-title\">\n\t\t\t\t\t<a data-toggle=\"collapse\" class=\"pk-font-heading\" href=\"#pk-collapse-6a03a9cf8782a\" data-parent=\"#pk-collapsibles-6a03a9cf878cd\" aria-controls=\"collapse-6a03a9cf8782a\">\n\t\t\t\t\t\t\u06f1. \u0628\u0647\u062a\u0631\u06cc\u0646 \u0644\u0648\u06a9\u06cc\u0634\u0646 \u0633\u0631\u0648\u0631 \u0628\u0631\u0627\u06cc \u06a9\u0627\u0647\u0634 \u067e\u06cc\u0646\u06af \u0686\u06cc\u0633\u062a\u061f\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/h6>\n\t\t\t<\/div>\n\n\t\t\t<div id=\"pk-collapse-6a03a9cf8782a\" class=\"pk-collapse\" style=\"display:none;\" role=\"tabpanel\" aria-labelledby=\"card-6a03a9cf8782a\">\n\t\t\t\t<div class=\"pk-card-body\">\n\t\t\t\t\t\n\u0646\u0632\u062f\u06cc\u06a9\u200c\u062a\u0631\u06cc\u0646 \u062f\u06cc\u062a\u0627\u0633\u0646\u062a\u0631 \u0628\u0647 \u06a9\u0627\u0631\u0628\u0631 \u06cc\u0627 \u0633\u0631\u0648\u06cc\u0633 \u0645\u0642\u0635\u062f \u0647\u0645\u06cc\u0634\u0647 \u0628\u0647\u062a\u0631\u06cc\u0646 \u06af\u0632\u06cc\u0646\u0647 \u0628\u0631\u0627\u06cc \u06a9\u0645\u062a\u0631\u06cc\u0646 \u067e\u06cc\u0646\u06af \u0627\u0633\u062a.<br \/>\n\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t<\/div>\n\t\t\n<div class=\"pk-collapsible pk-card \">\n\t\t\t<div class=\"pk-card-header\" role=\"tab\" id=\"card-6a03a9cf87855\">\n\t\t\t\t<h6 class=\"pk-card-title pk-title\">\n\t\t\t\t\t<a data-toggle=\"collapse\" class=\"pk-font-heading\" href=\"#pk-collapse-6a03a9cf87855\" data-parent=\"#pk-collapsibles-6a03a9cf878cd\" aria-controls=\"collapse-6a03a9cf87855\">\n\t\t\t\t\t\t\u06f2. \u0622\u06cc\u0627 \u0628\u0631\u0627\u06cc inference \u0637\u0648\u0644\u0627\u0646\u06cc \u0627\u0632 Lambda \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u0645\u061f\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/h6>\n\t\t\t<\/div>\n\n\t\t\t<div id=\"pk-collapse-6a03a9cf87855\" class=\"pk-collapse\" style=\"display:none;\" role=\"tabpanel\" aria-labelledby=\"card-6a03a9cf87855\">\n\t\t\t\t<div class=\"pk-card-body\">\n\t\t\t\t\t\n\u062e\u06cc\u0631\u061b \u0628\u0631\u0627\u06cc inference \u0637\u0648\u0644\u0627\u0646\u06cc \u06cc\u0627 \u067e\u0631\u062f\u0627\u0632\u0634 \u0633\u0646\u06af\u06cc\u0646 \u0627\u0632 ECS\/EKS \u06cc\u0627 \u0633\u0631\u0648\u0631 GPU \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f \u0686\u0648\u0646 Lambda \u0645\u062d\u062f\u0648\u062f\u06cc\u062a \u0632\u0645\u0627\u0646 \u062f\u0627\u0631\u062f.<br \/>\n\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t<\/div>\n\t\t\n<div class=\"pk-collapsible pk-card \">\n\t\t\t<div class=\"pk-card-header\" role=\"tab\" id=\"card-6a03a9cf8787b\">\n\t\t\t\t<h6 class=\"pk-card-title pk-title\">\n\t\t\t\t\t<a data-toggle=\"collapse\" class=\"pk-font-heading\" href=\"#pk-collapse-6a03a9cf8787b\" data-parent=\"#pk-collapsibles-6a03a9cf878cd\" aria-controls=\"collapse-6a03a9cf8787b\">\n\t\t\t\t\t\t\u06f3. \u0686\u06af\u0648\u0646\u0647 \u06a9\u0644\u06cc\u062f\u0647\u0627\u06cc API \u0631\u0627 \u0627\u0645\u0646 \u0646\u06af\u0647 \u062f\u0627\u0631\u0645\u061f\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/h6>\n\t\t\t<\/div>\n\n\t\t\t<div id=\"pk-collapse-6a03a9cf8787b\" class=\"pk-collapse\" style=\"display:none;\" role=\"tabpanel\" aria-labelledby=\"card-6a03a9cf8787b\">\n\t\t\t\t<div class=\"pk-card-body\">\n\t\t\t\t\t\n\u0627\u0632 AWS Secrets Manager \u06cc\u0627 environment variables \u0628\u0627 encryption \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f \u0648 IAM role\u0647\u0627 \u0631\u0627 \u0645\u062d\u062f\u0648\u062f \u06a9\u0646\u06cc\u062f.<br \/>\n\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t<\/div>\n\t\t\n<div class=\"pk-collapsible pk-card \">\n\t\t\t<div class=\"pk-card-header\" role=\"tab\" id=\"card-6a03a9cf878ac\">\n\t\t\t\t<h6 class=\"pk-card-title pk-title\">\n\t\t\t\t\t<a data-toggle=\"collapse\" class=\"pk-font-heading\" href=\"#pk-collapse-6a03a9cf878ac\" data-parent=\"#pk-collapsibles-6a03a9cf878cd\" aria-controls=\"collapse-6a03a9cf878ac\">\n\t\t\t\t\t\t\u06f4. 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