• LLM-as-a-judge-amazon-nova-and-claude

    Amazon Bedrock’s LLM-as-a-Judge: Automate AI Evaluation with Nova Lite + Claude

      Evaluating your LLM’s quality should not cost you too much money or even weeks of your time.  You’re probably  stuck in a limbo of choosing between two options that have their own drawbacks: Automated metrics like BLEU, ROUGE and accuracy scores? Sure, they are quite fast and cheap, [...]

  • a-beginners-guide-to-the-machine-learning-pipeline-on-gcp

    A Beginner’s Guide to the Machine Learning Pipeline on GCP

    When people hear the term "machine learning," they often imagine complex math, advanced algorithms, or mysterious "AI magic" happening behind the scenes. In reality, machine learning on the cloud is far more practical and structured than it may sound. At its core, an ML pipeline is a series of [...]

  • Building a Cost-Aware RAG Application with Amazon Bedrock

    What if your Client can have a Chatbot that throws a highly accurate responses based on your documents? Without having a guilt of the monthly expenses. Without even subscribing to any costly,  AI-support subscriptions. Only pay per inquiry requests to your model provider,  and of course only costs you [...]

  • IAM Policy Autopilot Feature Image

    Zero-Sweat: A Comprehensive Guide to IAM Policy Autopilot

    Picture this: your application works perfectly on your local machine. You deploy it to AWS, then immediately hit an “Access Denied” error. If you’ve worked with AWS for any length of time, you’ve experienced this. What follows is usually a frustrating dive into IAM documentation, trial-and-error permission updates, and [...]

  • Claude code visuals

    The Year of the Agent: Anthropic’s Claude AI Models and Agents

      Looking back on the past year of 2025 coding with the help of artificial intelligence, we can safely say that it was the year of agents, especially pioneered by Anthropic with Claude Code. AI products have matured to offer highly reliable agents that can understand, navigate, and work [...]

  • Shifting Left with AI Key AWS Security Launches from reInvent 2025

    AI-Driven Cloud Security at AWS re:Invent 2025

    Cloud computing continues to accelerate at a pace that traditional security models were never designed to support. Development teams now provision infrastructure in minutes, deploy services continuously, and scale applications automatically. However, security processes often lag behind this speed. In many organizations, security still enters the workflow after key [...]

  • Amazon Q in Practice: How AWS’s AI Assistant Actually Works for Businesses and Developers

    Amazon Q is often introduced as AWS's generative AI assistant, but that description doesn't really explain why it exists or how it behaves once you start using it. If you treat Amazon Q like a general chatbot, it can feel restrictive or underwhelming. If you treat it as an [...]

  • AWS Security Agent Context Aware Application Security Featured Image

    AWS Security Agent: Context-Aware Application Security

    The Problem: Security Can't Keep Up In the current engineering landscape of our industry, modern software teams are supposed to be built to be able to move fast. Continuous integration, automated deployments, and agile workflows have seen the rise of weekly and even daily releases to be the norm. [...]

  • Detecting and Redacting PII with Amazon Comprehend

    Automating PII Detection and Redaction with Amazon Comprehend

    Organizations today are entrusted with enormous amounts of sensitive information. Customer support logs, healthcare records, financial transactions, and even training datasets often contain Personally Identifiable Information (PII) such as names, phone numbers, email addresses, or credit card numbers. Protecting this information is not just a matter of compliance with [...]

  • LLM Text Summarizer Extension Tutorial Article

    Build a Model-Agnostic AI Text Summarizer Web Extension

    Browser extensions are a great way to bring AI directly into your everyday workflows. Instead of copying text into external tools and websites to be summarized, you can do it right on the page. In this tutorial, we'll build a lightweight, model-agnostic Chrome extension that summarizes selected text using [...]

  • managing_amazon_guardduty_security_findings_across_multiple_accounts

Managing Amazon GuardDuty Security Findings Across Multiple Accounts

In our previous article, we discussed how GuardDuty can help organizations monitor their workloads and  AWS accounts from malicious activities and how to monitor findings with Amazon CloudWatch Events. Imagine that your organization has multiple AWS accounts for different workloads, teams, and projects. With every account, you need to monitor GuardDuty findings individually. It will be quite difficult for your security team to monitor these findings with their constant switching between AWS accounts.  Amazon [...]

  • monitoring_guardduty_findings_with_amazon_cloudwatch_events

Monitoring GuardDuty Findings with Amazon CloudWatch Events

Large scale cyber attacks are now becoming normal in this age of interconnectivity. As we rely more and more on cloud technologies, companies are looking to tap into digital innovations to improve their businesses. Cyber attacks are costing companies millions of dollars of downtime not to mention the possibility of lawsuits whenever an attack occurs. It is imperative that security teams have the means to prevent, detect, and take actions to ensure that the [...]

  • aurora_serverless_tutorial_-_part_2

Aurora Serverless Tutorial Part 2

In the first part of this tutorial, we gave a walkthrough on Aurora Serverless and its use case. You can read the article here. For this tutorial, we will do some hands-on training and create an Aurora Serverless database. Creating an Aurora Serverless Database: 1. Open the AWS console and go to RDS. Click the button “Create database”. 2. Choose Amazon Aurora. You can either choose MySQL or PostgreSQL compatibility. In this tutorial, we [...]

  • aurora_serverless_tutorial_-_part_1

Aurora Serverless Tutorial – Part 1

What is Aurora Serverless?  Before we get into it, let us briefly define Aurora and serverless first. Aurora is a fully managed, closed source relational database that is compatible with MySQL and PostgreSQL. According to Amazon, it is five times faster than the standard MySQL and three times faster than PostgreSQL. It uses a distributed architecture that provides fault tolerance and high availability.  Serverless is a technique in the cloud that follows the ‘pay-per-use’ [...]

  • Google Cloud Source Repositories Cheat Sheet

Google Cloud Source Repositories

Google Cloud Source Repositories Cheat Sheet A fully managed git repository where you can securely manage your code. Features You will be able to extend your git workflow with Cloud Source Repositories. Set up a repository as a Git remote. Push, pull, clone, log, and perform other Git operations as required by your workflow. You can create multiple repositories for a single Google Cloud project. This allows you to organize the code associated with [...]

  • Google Cloud Deployment Manager Cheat Sheet

Google Cloud Deployment Manager

Google Cloud Deployment Manager Cheat Sheet Google Cloud Deployment Manager is an infrastructure deployment service that automates the creation and management of Google Cloud resources. Features You can write template and configuration files and utilize them to create deployments that have a variety of Google Cloud services working together, such as: Cloud Storage Compute Engine Cloud SQL A configuration defines the structure of your deployment. You must specify a configuration on a YAML file [...]

  • Google Cloud Billing Cheat Sheet

Google Cloud Billing

Bookmarks Features Cloud Billing Account & Payments Profile Cloud Billing Reports Cloud Billing Budgets Overview of Cloud Billing roles in IAM Validate Your Knowledge Google Cloud Billing Cheat Sheet You can configure billing on Google Cloud in a variety of ways to meet different needs. To use Google Cloud services, you must have a valid Cloud Billing account, Features If you have a project that [...]

  • Google Cloud Console Cheat Sheet

Google Cloud Console

Google Cloud Console Cheat Sheet Google Cloud Console is a web admin interface to manage your Google cloud infrastructure. Features You can create projects on Google Cloud Console. With Cloud Console, you can quickly find and check the health of all your cloud resources in one place, including virtual machines, network settings, and data storage. Logging Manage and audit user access to project resources. Track down production issues quickly by viewing logs. You can [...]

  • Google Cloud KMS Cheat Sheet

Google Cloud Key Management Service

Google Cloud KMS Cheat Sheet The Google Cloud Key Management Service (KMS) is a cloud-hosted key management service that enables you to manage encryption keys on the Google Cloud Platform. Features Lets you manage your symmetric and asymmetric cryptographic keys the same way you manage them in an on-premises environment. You can decide to use the keys generated by Cloud KMS with other Google Cloud services. These keys are known as customer-managed encryption keys [...]

  • Google Cloud Identity and Access Management (IAM)

Google Cloud Identity and Access Management (IAM)

Bookmarks Features Roles Service Accounts Policy Groups Best Practices Validate Your Knowledge Google Cloud IAM Cheat Sheet Create and manage permissions for your Google Cloud resources with Identity Access Management (IAM). Provides a unified view into your organization’s security policy with built-in auditing to ease compliance purposes. Features Lets you authorize who can take specific actions on resources to give you full control and [...]

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