This article outlines a typical architecture for a consumer health portal aligned with the Azure Well Architected Framework. It utilizes Azure services like Front Door, Web Application Firewall, API Management, App Service, Function Apps, Cosmos DB, and more. Security best practices and cost optimization considerations are also addressed. For detailed security practices and availability, consult the original source.
This solution guide introduces a novel approach using Large Language Models (LLMs), like ChatGPT, to overcome limitations in traditional recommendation methods. It focuses on an ecommerce recommender system, product feature summarization, and product review generation. Addressing biases, GPT’s three recommendation types, and prompt design for summarization and evaluation are also highlighted.
The project aimed to replace a UK-based client’s 40-year-old Mainframe with a cloud-native application. The approach involved incremental migration, identifying seams in the Mainframe design, and employing principles such as early risk reduction and cross-functional requirements to ensure a smooth transition. Dual run and transitional architecture were utilized for incremental legacy displacement.
This article explores a migration strategy from AIX to Azure, focusing on replatforming workloads for cost reduction and operational efficiency. It details the architecture, workflow, components, and considerations, highlighting benefits such as reduced TCO and improved agility. The solution offers alternatives, scenario details, potential use cases, and aligns with the Azure Well-Architected Framework.
AWS Config allows businesses to assess and evaluate their AWS resources’ configurations using Config rules. Amazon CodeWhisperer, a machine learning-powered code generator, helps in creating Config custom rules, generating code suggestions, and automating compliance at scale. The process involves setting up RDK, creating a custom rule, generating function logic, deploying the rule, and cleaning up the environment.
The article discusses building an AI-powered app to streamline job applications. By inputting a resume, job description, and personal bio, the app generates tailored documents such as a resume, cover letter, and cold email to send to recruiters. The app integrates with OpenAI or Anthropic and requires Python knowledge and familiarity with Streamlit.
Cohere introduces Command R+, a powerful, scalable large language model designed for real-world enterprise use cases. It features advanced Retrieval Augmented Generation, multilingual support, and tool use for complex business processes. Command R+ outperforms other models in scalability and is now available on Microsoft Azure. Its commitment to data privacy and security remains paramount.
Artificial intelligence (AI) has revolutionized image processing, enabling advanced features such as facial recognition and old photo restoration. This article explores the basics of digital image processing, its applications, and popular neural network models. It also discusses AI-based image processing tools, libraries, and platforms for creating intelligent applications. With AI, businesses can unlock new opportunities in computer vision and image processing.
AI is now an essential part of the workflow, especially with GitHub Copilot, which accelerates project development. Understanding the tool’s capabilities, providing context, and using features like inline chat and slash commands can enhance its effectiveness. Leveraging GitHub Copilot’s strengths, like generating boilerplate code and helping with unit tests, can significantly boost coding efficiency.
Sora AI, developed by OpenAI, is revolutionizing text-to-video generation with its diffusion transformer architecture, patch-based approach, and visual data diversity. It utilizes a cascade of diffusion models for refining videos according to user prompts. Despite its capabilities in high-fidelity video generation and image synthesis, Sora AI has limitations in understanding complex prompts and maintaining narrative coherence.
Microsoft Copilot, powered by GPT-4 and GPT-4 Turbo and integrated with Bing, offers three modes: balanced, precise, and creative. It surpasses ChatGPT and Google’s Gemini, delivering accurate and internet-connected responses. While it excels in various tasks, it refrains from addressing controversial prompts. Despite some limitations, it outperforms competitors and is available for free.
Devika AI is an artificial intelligence software engineer. Created By AI Engineer Sahaj Godhani 2 April 2024 Devika AI introduces an open-source AI software engineer
The API economy is booming, but onboarding can feel like being stranded on Survivor. Poor documentation, unreliable sandboxes, and downstream dependencies create barriers. API mocking, like WireMock Cloud, provides a stable, reliable solution. It simulates live API behavior, improves developer experience, and saves time. With API mocking, it’s all smooth sailing!
The recent KubeCon + CloudNativeCon in Paris highlighted the focus on Kubernetes-based infrastructure for generative AI and platform engineering. Innovators like Robusta Dev Ltd. and MIA srl offered next-gen observability with intelligent agents and flexible internal developer platforms. Enterprise Kubernetes platforms, GraphQL-supported API platforms, and environment-centric CI/CD solutions also emerged as key trends, signaling Kubernetes’ transition to early-majority status.
