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Cloud Computing

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Real-time Personally Identifiable Information (PII) Redaction Pipeline with S3 + Lambda + Comprehend

2026-02-28T18:45:48+00:00

In my previous article, I demonstrated how to use the Amazon Comprehend console to manually detect and redact Personally Identifiable Information (PII) from text files. While this hands-on method is excellent for learning the fundamentals of PII detection, it’s not practical in real-world, high-volume environments where speed and accuracy are essential. In such scenarios, organizations need more than just a simple, one-time approach—they require a robust, fully automated pipeline that sanitizes sensitive data as soon as it enters the system, without the need for manual intervention. This article will walk you through the creation of an automated workflow that solves [...]

Real-time Personally Identifiable Information (PII) Redaction Pipeline with S3 + Lambda + Comprehend2026-02-28T18:45:48+00:00

Portfolio Website with GitHub Codespaces and Next.js

2026-02-23T18:52:56+00:00

Modern Cloud-Native Development for AWS Deployments (Part 1) A few years ago, “setting up your dev environment” often meant losing half a day to installing Node versions, fixing PATH issues, fighting dependency conflicts, and hoping the project would run the same way on everyone’s machine. Today, cloud-native development is changing that workflow. Instead of treating your laptop as the only place you can build software, you can develop inside consistent, containerized environments that live in the cloud—accessible from any browser, anywhere. This is Part 1 of a 3-part series on Modern Cloud-Native Development for AWS Deployments, where we’ll build and [...]

Portfolio Website with GitHub Codespaces and Next.js2026-02-23T18:52:56+00:00

Don’t Install OpenClaw! (Unless You Read This First)

2026-02-23T11:27:42+00:00

If you have been on Twitter, TikTok, or GitHub recently, you have probably seen the hype. Clawdbot (now rebranded as OpenClaw) promises something bold: a self-hosted AI employee that runs on your Mac Mini, has terminal access, and takes instructions through messaging platforms like Telegram. It sounds powerful. It is powerful. However, you should not install it blindly. Before you run npm install -g openclaw, you need to understand what you are actually deploying. By default, OpenClaw operates with deep system-level access. In other words, installing it without safeguards is the cybersecurity equivalent of handing a stranger your unlocked laptop [...]

Don’t Install OpenClaw! (Unless You Read This First)2026-02-23T11:27:42+00:00

Getting Started in Tech and Cloud: A Beginner’s Practical Roadmap

2026-02-21T18:51:49+00:00

Starting a journey in tech and cloud computing often feels more intimidating than exciting. As soon as you begin researching, you encounter certifications, programming languages, cloud providers, DevOps tools, cybersecurity paths, and countless opinions about what you should learn first. Because of this overload, it can quickly feel like you are already behind. However, the real problem is not the complexity of technology. Instead, it is the lack of structure. Technology is broad, and cloud computing is built on top of traditional IT foundations. When you attempt to learn everything at once, the information becomes noise. What you truly need [...]

Getting Started in Tech and Cloud: A Beginner’s Practical Roadmap2026-02-21T18:51:49+00:00

Google Cloud Certified Generative AI Leader Exam Study Guide

2026-02-04T03:36:47+00:00

Bookmarks Study Materials Key Concepts to Master Exam Preparation Strategies Gen AI Leader Services to Focus on Validate Your Knowledge Final Remarks The Google Cloud Certified Generative AI Leader certification validates your ability to understand and strategically apply generative AI technologies within a business context. This certification is designed for visionary professionals who possess comprehensive business-level knowledge of generative AI and can effectively lead AI transformation initiatives across their organizations. A Generative AI Leader demonstrates expertise in recognizing how Google Cloud's AI-first approach and enterprise-ready solutions can drive innovation and responsible [...]

Google Cloud Certified Generative AI Leader Exam Study Guide2026-02-04T03:36:47+00:00

Amazon Nova: Engineering the Future of Agentic AI

2026-02-03T13:45:47+00:00

The generative AI (GenAI) revolution has fundamentally changed how organizations extract value from data. Large language models (LLMs) excel at understanding and generating human-like text, but their true enterprise value emerges only when they can access proprietary data and take real-world action. While vector databases and retrieval-augmented generation (RAG) gave LLMs memory, Amazon Nova provides execution and specialization. In this article, we break down the Amazon Nova model family, with a deep focus on Nova Act and Nova Forge, and explain how they enable a shift from passive chatbots to autonomous, enterprise-grade AI agents. What Is the Amazon Nova Model [...]

Amazon Nova: Engineering the Future of Agentic AI2026-02-03T13:45:47+00:00

Learning Outside the Curriculum: Why Students Fall Behind After Graduation

2026-01-29T05:29:48+00:00

Learning outside the curriculum is rarely discussed when students are first told to follow the syllabus, finish their requirements, and trust that everything will fall into place. If you attend your classes, submit your work on time, and get decent grades, you’re doing what you’re supposed to do. On paper, that should be enough. However for a lot of students, especially as graduation gets closer, there’s this anxiety where things you see in the job don't match how things look academically. You might understand the material well enough to pass exams, yet still feel unsure about how any of it [...]

Learning Outside the Curriculum: Why Students Fall Behind After Graduation2026-01-29T05:29:48+00:00

What to Do After Passing a Cloud Certification: A 60-day Guide

2026-01-26T04:02:59+00:00

What to do after passing a cloud certification is a common question for many learners who expect the exam to feel like a turning point. Weeks or months of study finally lead to a passing score, the exam closes, and the pressure lifts. For a brief moment, it feels like progress has been made in a very real way. Then reality sets in, nothing immediately changes. There are no sudden job offers, no clear roadmap for what comes next, and no obvious signal that the certification has moved your career forward. This moment is common, yet rarely discussed. Many people [...]

What to Do After Passing a Cloud Certification: A 60-day Guide2026-01-26T04:02:59+00:00

Kubernetes Development Workflow with GitHub Codespaces

2026-01-25T14:45:46+00:00

Setting up Kubernetes locally often becomes the most challenging part of learning it. Between installing Docker Desktop, configuring kubectl and Minikube, resolving version mismatches, and managing heavy resource usage, hours can be lost before a single workload is successfully deployed. There’s a better way to approach Kubernetes development without the overhead of local setup and maintenance. GitHub Codespaces provides a fully configured Kubernetes development environment that runs entirely in your browser. By removing local installations, dependency conflicts, and hardware constraints, it allows you to focus on understanding Kubernetes concepts and applying them in practice rather than troubleshooting your machine. In [...]

Kubernetes Development Workflow with GitHub Codespaces2026-01-25T14:45:46+00:00

Amazon Bedrock Runtime

2026-01-07T13:42:57+00:00

Bookmarks Amazon Bedrock Runtime Actions Key Data Types Inference Concepts Security Pricing Amazon Bedrock Runtime Cheat Sheet Amazon Bedrock Runtime is a high-performance, serverless API that enables developers to make inference requests to Foundation Models (FMs) available in Amazon Bedrock. It serves as the primary runtime interface for building generative AI applications, supporting use cases including text generation, multi-turn conversations, real-time streaming, image generation, embeddings, and more. The API is optimized for low latency and high throughput and provides unified access across multiple model providers.   Amazon Bedrock [...]

Amazon Bedrock Runtime2026-01-07T13:42:57+00:00

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