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Showing posts from August, 2025

From Script to Serverless: Automating Our AI YouTube Digest with AWS Lambda

  In the previous article ( AI-Powered YouTube Digest with Python, Gemini, and the YouTube API ), we built a powerful Python script that uses the YouTube and Gemini APIs to find, summarize, and email a curated list of videos. It’s an intelligent tool, but it has one major limitation: it only works when we manually run it on our local computer. True automation means a system that runs reliably on a schedule, without any manual intervention. We want our digest to arrive in our inbox at 8 AM every morning, whether our computer is on or not. To achieve this, we need to move our project to the cloud. In this article, I’ll show you how to take our Python script and deploy it as a serverless function using AWS Lambda . We’ll refactor our code, secure our secret keys, and use Amazon EventBridge to create a daily schedule. This is how you transform a clever script into a robust, cloud-native application. What is “Serverless”? (And Why It’s Perfect for This Project) Before we dive in,...

Building an AI-Powered YouTube Digest with Python, Gemini, and the YouTube API

Stop drowning in content. Build a smart assistant that finds, summarizes, and emails you exactly what you need to watch. We’ve all been there. You open YouTube to watch one specific video on a topic you want to learn about, and two hours later you emerge from a rabbit hole of unrelated content, your original goal long forgotten. The sheer volume of information available today is both a blessing and a curse. What if you could tame this firehose of content? What if you could build a personal content curator that automatically scours YouTube for videos on your topics of interest, uses a powerful AI to write clean, concise summaries, and delivers a polished digest directly to your inbox every day? That’s exactly what this project is about. In this article, I’ll walk you through how to build a fully automated, AI-powered YouTube newsletter using Python. We’ll leverage the precision of the YouTube Data API to find the videos and the creative intelligence of Google’s Gemini API to make our ...

AI Assistants: Your Secret Weapon for a More Productive Life?

Are you drowning in to-do lists, struggling to juggle work and personal life, and wishing you had an extra pair of hands (and a super-powered brain)? The rise of AI assistants might just be the answer you've been searching for. No longer a futuristic fantasy, AI assistants are rapidly becoming integrated into our daily lives, offering a surprising boost to our overall productivity. From scheduling appointments and managing emails to brainstorming ideas and summarizing lengthy documents, these intelligent helpers are transforming how we work and live. Think of them as highly efficient personal secretaries, available 24/7, ready to tackle your most tedious tasks. But how exactly are they impacting our daily productivity? One major benefit is time management. AI assistants can automatically schedule meetings, set reminders, and even analyze your calendar to suggest optimal times for tasks. This frees up valuable time that would otherwise be spent on administrative busywork, all...