• document-embeddings-guide-td

    How to Generate Simple Document Embeddings with Python

    Document embeddings are one of the simplest ways to give machines an understanding of text, and in our previous article, Document Embeddings Explained: A Guide for Beginners, we explored how they turn entire documents into dense numerical vectors that capture meaning and context. Now that you understand what embeddings [...]

  • Diagram illustrating how Amazon Security Lake uses the Open Cybersecurity Schema Framework (OCSF) to standardize security data across AWS sources.

    Open Cybersecurity Schema Framework (OCSF) and Amazon Security Lake

    Amazon Security Lake is a managed service that collects and stores security logs from AWS services, on-premises systems, and supported third-party tools. It automatically converts all incoming data into Apache Parquet and formats everything using the OCSF schema. This setup allows different kinds of security logs to follow one [...]

  • Can Gemini 3 Replace My AI Toolkit - Featured Image

    Can Gemini 3 Replace My AI Toolkit?

    I've always approached AI with one mindset: use whatever tool gets the job done fastest and cleanest. I'm not loyal to one model, one company, or one ecosystem. I switch between tools depending on what my day looks like. In school, that might mean summarizing academic papers. At work [...]

  • AWS Vector Databases Explained: Semantic Search and RAG Systems

    AWS Vector Databases Explained: Semantic Search and RAG Systems

    The generative AI (GenAI) revolution has transformed how organizations extract value from their data. While large language models (LLMs) demonstrate remarkable capabilities in understanding and generating human-like text, their true enterprise potential is unlocked only when they can access proprietary, domain-specific information. This necessity has propelled vector databases from [...]

  • self hosting judge0 step by step guide header

    Self-Hosting Judge0: A Step-by-Step Guide Using Amazon EC2, Lambda, and S3

    Judge0 is a powerful, open-source code execution system widely used by online coding platforms to run programs in secure environments. However, while it is often accessed as a third-party service, self-hosting Judge0 on AWS significantly grants you complete control over configuration and security. In fact, this level of ownership [...]

  • Shaping the Future of Student Technopreneurs in the Philippines through AWS Cloud Club PUP e:Novators

    BGC, Philippines—November 21, 2025—Designed for working students, budding entrepreneurs, small startups, hackathon enthusiasts, and aspiring tech founders, the Alfred’s Engine Room: Crafting Tomorrow’s Ventures: Kick-off and Ideation 2025 marked the official launch of AWS Cloud Club PUP e:Novators, a community built to empower the next generation of bold visionaries [...]

  • The Cash Cow + Investment Model: A Career Blueprint from Tutorials Dojo’s CEO

    Imagine spending weeks building a course, only to watch it fail. That’s exactly what happened in 2019 to the founder of Tutorials Dojo, Jon Bonso. He had spent weeks building a React Native course. He recorded, edited, and re-recorded, hoping people would buy it. However when it finally launched, [...]

  • AWS Strands Agents SOPs AI Automation Workflow Natural Language

    AWS Strands Agent SOPs – Your Natural Language Agentic AI Workflow Tool

    If you're someone whose work involves AI automation or a developer, you'll know that Modern AI agents are powerful but notoriously difficult to guide with consistency. You put the same thing in twice, you get two drastically different results. There are two ways of driving Modern AI agents: Code [...]

  • What is Amazon Bedrock AgentCore

    What is Amazon Bedrock AgentCore?

    Imagine spending months building an AI agent that integrates seamlessly into your development environment. It employs tools, responds to inquiries, and completes duties precisely as planned. But moving it to production becomes a nightmare: suddenly, you are dealing with scale problems, security concerns, authentication systems, and API interfaces. What [...]

  • Google Antigravity AI IDE LLM Agentic Development Fleet

    A New Player in Town: Google Antigravity

    On Wednesday, Google, the creators of Gemini, one of the top competitors of popular LLMs like ChatGPT (developed by OpenAI), recently launched their first AI agentic development IDE, known as Google Antigravity. Built for a wide range of customers, it is targeted to both professional developers working on large [...]

  • Self-Healing Mechanism

Creating a Self-Healing Mechanism for a Lightweight Website

Downtime can be a major disruption for any website, but for lightweight websites like personal blogs or any type of static site, a simple restart of the instance might be all that's needed to resolve the issue. In this article, we'll walk through setting up a self-healing mechanism using AWS Lambda and Amazon EventBridge. This will automatically detect if your website is down, restart it, and send a notification to Slack. We'll also explore [...]

  • DeepSeek in Bedrock

DeepSeek in Amazon Bedrock: A Comprehensive Demo

Bookmarks DeepSeek in Amazon Bedrock Workflow Overview DeepSeek in Amazon Bedrock Pre-requisites  Implementation Processes  As of January 2025, we’re seeing too much news about DeepSeek AI features in many media outlets, but how about implementing DeepSeek AI and AWS workloads? DeepSeek AI in Amazon Bedrock Anyone? Well, one of the most interesting NLPs that sparked this January 2025 is DeepSeek Multimodal AI. There are many that claim it [...]

  • TD_Automate Slack Alerts Before It's Too Late!

PHP-FPM Failures Are Killing Your Uptime – Automate Slack Alerts Before It’s Too Late!

In today’s fast-paced digital landscape, where user expectations are at an all-time high, even a few seconds of downtime can have catastrophic consequences. Lost revenue, user dissatisfaction, and damage to your brand reputation are just the tip of the iceberg. If you're still relying on manual methods to monitor PHP-FPM (PHP FastCGI Process Manager), you're leaving your system vulnerable to undetected issues that could lead to catastrophic failures. PHP-FPM is critical for managing pools [...]

  • AWS CLI-1

Commanding Genomics: AWS CLI for Bioinformatics Workflows

“This is becoming more troublesome…” I can hear you mumble as you move your mouse to click on the different AWS services you need in the console.  As time goes by, it can get tiresome to keep on clicking things for your workflow instead of doing them in just one place. You can streamline this process with the AWS CLI! Knowing not only how to work with AWS Console, but also the AWS Command-Line [...]

  • td-content-analysis-blog-test-feature

Simplifying Knowledge Management with a Content Analysis Tool for Confluence

Did you know that organizations spend an average of 19% of their workweek searching for and gathering information? According to research from McKinsey & Company, inefficient knowledge management leads to wasted time and lost productivity—hindering teams from making real progress on meaningful work. (Source, McKinsey) In today’s digital-first environment, managing and organizing information is critical—whether in education, project management, or team collaboration. Confluence is a widely used knowledge management platform that enables teams to [...]

  • The Path Forward: AI Agents Driving Modern Workflows

The Path Forward: AI Agents Driving Modern Workflows

Artificial Intelligence (AI) is no longer a concept of the future; it's an integral part of today’s digital era. As AI technology advances, businesses and developers increasingly find innovative ways to integrate machine learning into their workflows. One of the most powerful tools in this transformation is the AI agent—a specialized software that autonomously carries out tasks, communicates with users, and makes informed decisions with minimal human intervention. One prominent example of such an [...]

  • TD-Amazon Bedrock's New Capabilities

Enhanced Data Processing and Retrieval with Amazon Bedrock’s New Capabilities

Data is at the heart of modern innovation, and the ability to process, analyze, and extract insights from diverse data types is more important than ever. Amazon Bedrock introduces a suite of advanced capabilities designed to simplify data management and enhance AI-driven applications. By automating workflows, integrating multimodal data, and bridging structured and unstructured data, Amazon Bedrock empowers businesses to turn raw information into actionable intelligence, driving efficiency and scalability across industries. Key Features [...]

  • Troubleshooting Lambda and DynamoDB Connection Issues

Troubleshooting AWS Lambda and Amazon DynamoDB Connection Issues

Many consider Amazon DynamoDB to be one of the most effective solutions for handling vast amounts of data in the AWS Cloud. Its serverless architecture and highly scalable design ensure reliable performance, making it suitable for applications that demand fast, consistent, and low-latency access to data. DynamoDB's ability to handle large datasets while having steady integration with other AWS services further makes it appropriate for data-driven features. Its serverless design and usability help AWS [...]

  • Slack uploader to Amazon S3

Automating File Uploads from Slack to Amazon S3: Harnessing AWS Lambda and Slack API

Efficient management and storage of files is vital for any team’s productivity. Automating the process of uploading files from Slack directly to Amazon S3 using AWS Lambda provides a streamlined and secure method for file storage. This integration guarantees that files shared on Slack are systematically stored in a scalable manner, ensuring they are easily accessible for future reference. Leveraging AWS Lambda and the Slack API, this solution minimizes the risk of data loss [...]

  • Analyze Genomics

Unlocking the Secrets of DNA: Analyzing Genomic Data with AWS

Your DNA has the blueprint for your life. Much like everybody else, as it determines everything from our physical characteristics to our susceptibility to diseases. However, there is the challenge of decoding this complexity efficiently and accurately. With AWS HealthOmics—an AWS service for storing, querying, analyzing, and generating insights from genomics and other biological data.  AWS HealthOmics helps scientists and researchers to unlock the mysteries of DNA at scale with its efficiency. Is this [...]

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