AI Archives

Cloud Infrastructure Management through Natural Language
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Cloud Infrastructure Management through Natural Language

April Joy Deang2025-11-25T17:46:41+00:00

As organizations increasingly rely on cloud-based infrastructure, managing resources across multiple AWS services can become complex and time-consuming. Traditionally, developers and DevOps engineers rely on Infrastructure as Code (IaC) tools such as AWS CloudFormation, Terraform, or CDK to create, modify, and maintain cloud environments. However, with the rise of Large Language Models (LLMs) and the Model Context Protocol (MCP), a new approach to cloud management is emerging one where infrastructure can be managed through natural language conversations rather than static code. The AWS Cloud Control MCP Server bridges this gap. It allows LLMs and AI assistants to interact directly with [...]

Cloud Infrastructure Management through Natural LanguageApril Joy Deang2025-11-25T17:46:41+00:00

Neural Networks and Images with Convolution
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Neural Networks and Images with Convolution

Duncan Bandojo2025-11-29T08:07:33+00:00

In the age of artificial intelligence, it is common to meet the term neural network, seeing diagrams of neurons connecting to other neurons, programmers training models, and so on. Here, we will discuss how neural networks are similar to plain mathematical functions (models), how they build upon traditional linear regression, and their application to visualize images with convolutional neural networks. The usual pedagogy for learning neural networks begins with the iconic diagram: columns of circles ("neurons") connecting to other circles across multiple layers, passing information from input to output. But what is this diagram trying to capture? And what really [...]

Neural Networks and Images with ConvolutionDuncan Bandojo2025-11-29T08:07:33+00:00

Mastering AWS Made Easy: A Beginner’s Guide to the Knowledge MCP Server
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Mastering AWS Made Easy: A Beginner’s Guide to the Knowledge MCP Server

April Joy Deang2025-11-12T14:42:01+00:00

Let’s be honest, keeping up with AWS feels like chasing a moving target. One minute you’ve mastered EC2 and Lambda, and the next, there’s a new service, multiple updates, and several ways to configure the same feature. For developers and architects exploring AI integrations, that learning curve becomes even steeper. AWS offers massive amounts of documentation—enough to fill a library—but finding what you actually need, like the right API reference or regional availability, can feel like searching for a needle in a haystack made of JSON. Fortunately, the AWS Knowledge Model Context Protocol (MCP) Server changes the game. [...]

Mastering AWS Made Easy: A Beginner’s Guide to the Knowledge MCP ServerApril Joy Deang2025-11-12T14:42:01+00:00

How Model Context Protocol (MCP) Servers Powered Modern Large Language Models (LLMs)
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How Model Context Protocol (MCP) Servers Powered Modern Large Language Models (LLMs)

April Joy Deang2025-11-12T14:40:49+00:00

In today’s fast-growing world of artificial intelligence, Large Language Models (LLMs) like GPT, Claude, and Grok are becoming critical to digital transformation. These models can write human-like text, understand complex questions, and even automate business tasks. As LLMs became smarter, they faced a major problem: managing context. Early versions struggled to maintain consistent conversations, use real-time data, and handle large workloads. To solve this, Model Context Protocol (MCP) Servers were introduced. They help LLMs manage context in a dynamic, secure, and intelligent way. Early context management of LLMs before MCP Servers Before MCP Servers, most LLMs relied on [...]

How Model Context Protocol (MCP) Servers Powered Modern Large Language Models (LLMs)April Joy Deang2025-11-12T14:40:49+00:00

Building an Amazon Nova AI Chatbot Using Bedrock
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Building an Amazon Nova AI Chatbot Using Bedrock

Sean Mejino2025-10-31T14:49:08+00:00

If you ever want to build your own AI chatbot on Amazon, this guide will show you how. You’ll create a working, serverless chatbot powered by Amazon Bedrock Nova, one of the easiest ways to try foundation models on Amazon. The setup is simple, fully managed, and does not require hosting your own model or dealing with complex infrastructure. We’ll use Amazon Bedrock, AWS’s service for running and managing foundation models. It gives you easy API access to large language models without worrying about scaling, infrastructure, or maintenance. The Nova family is Amazon’s own set of models available in Bedrock. [...]

Building an Amazon Nova AI Chatbot Using BedrockSean Mejino2025-10-31T14:49:08+00:00

Crowd Detection: How AI Predicts Busy Areas
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Crowd Detection: How AI Predicts Busy Areas

Duncan Bandojo2025-10-26T15:10:10+00:00

You might use Google Maps in your daily commute, but have you ever wondered how it provides real-time traffic data? Or how it highlights the busiest areas and even the popular times for a business? To achieve this, Google powers these features with large-scale analysis and crowdsourcing from our smartphone location data. Subsequently, an artificial intelligence (AI) application is used to also predict crowd levels in the coming hours and days, instead of being limited to real-time situations. Google Maps' features for live busyness, popular times, and traffic are a suite of AI-powered systems. Specifically, they are built on crowdsourcing [...]

Crowd Detection: How AI Predicts Busy AreasDuncan Bandojo2025-10-26T15:10:10+00:00

Microsoft Unveils the NEW Agentic AI Business Solutions Architect Certification (AB-100 beta)
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Microsoft Unveils the NEW Agentic AI Business Solutions Architect Certification (AB-100 beta)

Nikee Tomas2025-10-23T03:40:58+00:00

As artificial intelligence (AI) continues to reshape industries rapidly, the demand for professionals who can design, implement, and manage autonomous AI systems that deliver real business value is skyrocketing. In response to this evolving landscape, Microsoft has introduced a groundbreaking new certification: Microsoft Certified: Agentic AI Business Solutions Architect (AB-100). This certification validates the skills and knowledge required by architects and technical specialists to design responsible, scalable, and innovative AI solutions. It emphasizes the practical application of agentic AI — AI systems capable of autonomous decision-making — to drive measurable business impact. What is the AB-100 Certification? The AB-100 certification [...]

Microsoft Unveils the NEW Agentic AI Business Solutions Architect Certification (AB-100 beta)Nikee Tomas2025-10-23T03:40:58+00:00

High-Performing ≠ Massive: The Rise and Progression of Small Language Models (SLMs)
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High-Performing ≠ Massive: The Rise and Progression of Small Language Models (SLMs)

Dearah Mae Barsolasco2025-10-17T11:29:21+00:00

Have you ever needed to find a new charger for your device, only to discover that its voltage wasn’t compatible, causing it not to work or even risking damage? Without checking the actual needs of your device, you’ve probably thought that you could go with what the seller recommends as the “highest quality” rather than your device’s fitting needs. With the current utilization of AI for businesses, bigger doesn’t always mean better. Large Language Models (LLMs) like GPT, Gemini, Claude, etc. have been in the spotlight for their high-performing power for computational tasks and content generation capabilities. But let’s be [...]

High-Performing ≠ Massive: The Rise and Progression of Small Language Models (SLMs)Dearah Mae Barsolasco2025-10-17T11:29:21+00:00

Chips & Brains: The Psychology of Human-AI Decision Making
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Chips & Brains: The Psychology of Human-AI Decision Making

Iñaki Manuel M. Flores2025-10-07T07:45:30+00:00

Your smartphone just recommended the perfect restaurant, your GPS avoided traffic seamlessly, and your bank approved a loan in seconds—all without human intervention. The speed at which AI operates is awe-inspiring. Yet when the same AI suggests a medical treatment or hiring decision, we suddenly hesitate. This contradiction reveals something fascinating: our relationship with artificial intelligence isn't just about technology; it is deeply psychological. Today's workplace is undergoing a silent revolution in which human intuition and algorithms clash, operate together, and occasionally fail catastrophically. AI technologist Kylan Gibbs and social psychologist Brian Lowery agreed in a recent TED talk that [...]

Chips & Brains: The Psychology of Human-AI Decision MakingIñaki Manuel M. Flores2025-10-07T07:45:30+00:00

What is an AI Agent?
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What is an AI Agent?

Ace Kenneth Batacandulo2025-09-19T13:01:29+00:00

AI agents are autonomous systems that perform tasks, make decisions, and interact with their environment with minimal human intervention. These agents can handle complex processes across various industries by leveraging advanced machine learning and artificial intelligence techniques. Here’s a comprehensive guide to understanding AI agents, their components, types, and applications. Core Components: Perception: Collects data from the environment using sensors or input channels. Reasoning: Analyzes the gathered data to make informed decisions or predictions. Action: Executes actions or tasks based on the reasoning process. Learning: Improves performance over time by learning from previous experiences. Memory: Retains data to provide continuity [...]

What is an AI Agent?Ace Kenneth Batacandulo2025-09-19T13:01:29+00:00