{"id":4245,"date":"2025-05-25T21:17:31","date_gmt":"2025-05-25T21:17:31","guid":{"rendered":"https:\/\/code2deploy.com\/blog\/?p=4245"},"modified":"2025-05-23T21:21:09","modified_gmt":"2025-05-23T21:21:09","slug":"generative-ai","status":"publish","type":"post","link":"https:\/\/code2deploy.com\/blog\/generative-ai\/","title":{"rendered":"Generative AI?"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\"><strong>Generative AI<\/strong> is a type of <strong>AI that creates new content<\/strong> \u2014 text, images, code, music, and more \u2014 based on training data.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\ud83d\udd39 It\u2019s usually powered by <strong>Large Language Models (LLMs)<\/strong> or <strong>diffusion models<\/strong>.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Examples of Generative AI:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>ChatGPT (text)<br><\/li>\n\n\n\n<li>MidJourney \/ DALL\u00b7E (images)<br><\/li>\n\n\n\n<li>GitHub Copilot (code)<br><\/li>\n\n\n\n<li>Synthesia (video)<br><\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>What Cloud Providers Offer in Generative AI<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Let\u2019s break down what AWS, Azure, GCP, and DO provide \u2014 including what models they support and how developers can build with them.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>1. AWS Bedrock<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Amazon Bedrock<\/strong> is AWS\u2019s managed GenAI service that allows you to use and fine-tune foundation models via API, without managing infrastructure.<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><td><strong>Feature<\/strong><\/td><td><strong>Details<\/strong><\/td><\/tr><tr><td>Models<\/td><td>Anthropic (Claude), Meta (LLaMA), Cohere, Stability AI, Amazon Titan<\/td><\/tr><tr><td>Features<\/td><td>Prompt orchestration, agents, chaining, grounding, memory<\/td><\/tr><tr><td>Enterprise-Ready<\/td><td>No data leaves your VPC; supports guardrails<\/td><\/tr><tr><td>Build<\/td><td>Agents for Bedrock, LangChain-AWS SDK integration<\/td><\/tr><tr><td>UI<\/td><td>Bedrock Studio, SageMaker Studio Lab for low-code users<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Use Case<\/strong>: Add a chatbot to your app using Claude with memory and AWS Lambda integration \u2014 all serverless.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>2. Azure OpenAI Service<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Azure OpenAI<\/strong> provides enterprise-grade access to OpenAI models (GPT-3.5, GPT-4, DALL\u00b7E, Codex) hosted within Microsoft&#8217;s secure Azure environment.<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><td><strong>Feature<\/strong><\/td><td><strong>Details<\/strong><\/td><\/tr><tr><td>Models<\/td><td>GPT-4, GPT-3.5, DALL\u00b7E, Whisper<\/td><\/tr><tr><td>Integration<\/td><td>Deep with Microsoft ecosystem (Office, Teams, Power BI, Azure Logic Apps)<\/td><\/tr><tr><td>Security<\/td><td>Managed under Azure compliance, with private endpoint support<\/td><\/tr><tr><td>Copilot Stack<\/td><td>Enables enterprise Copilots (e.g., Microsoft 365 Copilot)<\/td><\/tr><tr><td>Tools<\/td><td>Chat playground, model versioning, and embeddings API<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Use Case<\/strong>: Build a secure enterprise AI assistant with access to your SharePoint documents.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>&nbsp;3. Google Cloud Vertex AI + Gemini<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Vertex AI<\/strong> is Google Cloud&#8217;s AI platform. It now integrates <strong>Gemini<\/strong>, Google&#8217;s multimodal foundation models (text, image, code, video).<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><td><strong>Feature<\/strong><\/td><td><strong>Details<\/strong><\/td><\/tr><tr><td>Models<\/td><td>Gemini (1.5 Pro), PaLM, Codey (code), Imagen (image)<\/td><\/tr><tr><td>Tools<\/td><td>Vertex AI Studio, Model Garden, Grounding with Google Search<\/td><\/tr><tr><td>Integrations<\/td><td>BigQuery, Looker, Firebase, Android<\/td><\/tr><tr><td>Vertex AI Agent Builder<\/td><td>Visual tool to create GenAI apps using Google tools<\/td><\/tr><tr><td>Data connectors<\/td><td>Document AI, Search AI for grounding RAG workflows<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Use Case<\/strong>: Build a document Q&amp;A bot that uses Gemini + Google Search API + Vertex Embeddings.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>Common Use Cases Across Cloud GenAI Platforms<\/strong><\/h2>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><td><strong>Use Case<\/strong><\/td><td><strong>Description<\/strong><\/td><\/tr><tr><td>Customer Support Agents<\/td><td>Answer FAQs, triage tickets<\/td><\/tr><tr><td>Internal Knowledge Bots<\/td><td>RAG over company docs or databases<\/td><\/tr><tr><td>Content Generation<\/td><td>Blogs, emails, and product descriptions<\/td><\/tr><tr><td>Code Generation<\/td><td>AI-powered IDE assistants<\/td><\/tr><tr><td>BI Copilots<\/td><td>Natural language queries over data models<\/td><\/tr><tr><td>Learning Assistants<\/td><td>Personalized tutoring or coaching bots<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>Tools You Can Use with Cloud GenAI<\/strong><\/h2>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><td><strong>Tool<\/strong><\/td><td><strong>Use<\/strong><\/td><\/tr><tr><td>LangChain<\/td><td>Agent, tool, and prompt orchestration<\/td><\/tr><tr><td>Haystack<\/td><td>Document Q&amp;A pipelines with RAG<\/td><\/tr><tr><td>LlamaIndex<\/td><td>Index unstructured data for chat-based retrieval<\/td><\/tr><tr><td>Streamlit \/ Gradio<\/td><td>Build GenAI UIs<\/td><\/tr><tr><td>FastAPI<\/td><td>Serve GenAI models and agents as APIs<\/td><\/tr><tr><td>Pinecone \/ Weaviate<\/td><td>Vector databases for embedding search<\/td><\/tr><tr><td>Terraform<\/td><td>Infrastructure-as-code for deploying GenAI systems<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>MLOps Implications<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">As a DevOps\/MLOps engineer, you\u2019ll support:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>CI\/CD for LLM pipelines<\/strong><strong><br><\/strong><\/li>\n\n\n\n<li><strong>Prompt versioning &amp; testing<\/strong><strong><br><\/strong><\/li>\n\n\n\n<li><strong>Monitoring token usage, cost, and latency<\/strong><strong><br><\/strong><\/li>\n\n\n\n<li><strong>Agent orchestration with LangChain or Vertex AI Agent Builder<\/strong><strong><br><\/strong><\/li>\n\n\n\n<li><strong>Secure API deployment &amp; RBAC for AI endpoints<\/strong><strong><br><\/strong><\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>Summary: GenAI on Cloud<\/strong><\/h2>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><td><strong>Cloud<\/strong><\/td><td><strong>GenAI Platform<\/strong><\/td><td><strong>Primary Models<\/strong><\/td><td><strong>Agent Support<\/strong><\/td><\/tr><tr><td>AWS<\/td><td><strong>Bedrock<\/strong><\/td><td>Claude, Titan, LLaMA<\/td><td>\u2705 Agents for Bedrock<\/td><\/tr><tr><td>Azure<\/td><td><strong>OpenAI on Azure<\/strong><\/td><td>GPT-4, GPT-3.5, DALL\u00b7E<\/td><td>\u2705 Azure Copilots<\/td><\/tr><tr><td>GCP<\/td><td><strong>Vertex AI + Gemini<\/strong><\/td><td>Gemini 1.5 Pro, Codey, Imagen<\/td><td>\u2705 Agent Builder<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>Final Thoughts<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Generative AI on the cloud is becoming <strong>the foundation of next-gen apps<\/strong>, and AI Agents are the <strong>execution layer<\/strong> on top of these models.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">If you&#8217;re in DevOps\/MLOps:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Learn these platforms (start with free tiers &amp; Studio UIs)<br><\/li>\n\n\n\n<li>Understand LangChain or Agent Builders<br><\/li>\n\n\n\n<li>Focus on secure, scalable, observable deployments<br><\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>Generative AI is a type of AI that creates new content \u2014 text, images, code, music, and more \u2014 based on training data. \ud83d\udd39 It\u2019s usually powered by Large Language Models (LLMs) or diffusion models. Examples of Generative AI: What Cloud Providers Offer in Generative AI Let\u2019s break down what AWS, Azure, GCP, and DO [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[813],"tags":[815,816,822,814,817,819,818,820,823,821,71],"class_list":["post-4245","post","type-post","status-publish","format-standard","hentry","category-generative-ai","tag-aws-bedrock","tag-azure-openai-service","tag-fastapi","tag-generative-ai","tag-google-cloud-vertex-ai-gemini","tag-haystack","tag-langchain","tag-llamaindex","tag-pinecone-weaviate","tag-streamlit-gradio","tag-terraform"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.5 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Generative AI? - code2deploy.com<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/code2deploy.com\/blog\/generative-ai\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Generative AI? - code2deploy.com\" \/>\n<meta property=\"og:description\" content=\"Generative AI is a type of AI that creates new content \u2014 text, images, code, music, and more \u2014 based on training data. \ud83d\udd39 It\u2019s usually powered by Large Language Models (LLMs) or diffusion models. 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